In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
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"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7fd9419ea6a0>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7fd941921c50>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.1.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
inputs_real = tf.placeholder(tf.float32, (None , image_width, image_height, image_channels), name='input_real')
inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
lr = tf.placeholder(tf.float32, shape=(), name='learning_rate')
return inputs_real, inputs_z, lr
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False, alpha = 0.2):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
drop = 0.1
with tf.variable_scope('discriminator', reuse=reuse):
#print ('Images:',images.shape)
#Input is 28x28x3
x1 = tf.layers.conv2d(images, 64, 5, strides=2, kernel_initializer=tf.contrib.layers.xavier_initializer_conv2d(),
padding='same', use_bias=False, activation=None)
x1 = tf.layers.batch_normalization(x1, training=True)
x1 = tf.layers.dropout(x1, rate=drop, training=True)
relu1 = tf.maximum(alpha * x1, x1)
#relu1 = tf.nn.dropout(relu1, drop)
#16x16x32
#print ('L1:',relu1.shape)
x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, kernel_initializer=tf.contrib.layers.xavier_initializer_conv2d(),
padding='same',use_bias=False, activation=None)
bn2 = tf.layers.batch_normalization(x2, training=True)
bn2 = tf.layers.dropout(bn2, rate=drop, training=True)
relu2 = tf.maximum(alpha * bn2, bn2)
#relu2 = tf.nn.dropout(relu2, drop)
#8x8x128
#print ('L2:',relu2.shape)
x3 = tf.layers.conv2d(relu2, 256, 5, strides=2, kernel_initializer=tf.contrib.layers.xavier_initializer_conv2d(),
padding='same',use_bias=False, activation=None)
bn3 = tf.layers.batch_normalization(x3, training=True)
bn3 = tf.layers.dropout(bn3, rate=drop, training=True)
relu3 = tf.maximum(alpha * bn3, bn3)
#relu3 = tf.nn.dropout(relu3, drop)
#print ('L3:',relu3.shape)
#Flatten
flat = tf.reshape(relu3, (-1, 4*4*256))
#print ('Out:', flat.shape)
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True, alpha = 0.2):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
drop = 0.5
xavier = tf.contrib.layers.xavier_initializer_conv2d()
with tf.variable_scope('generator', reuse=(not is_train)):
#print ('z:',z.shape)
x1 = tf.layers.dense(z, 4*4*256)
x1 = tf.reshape(x1, (-1, 4, 4, 256))
bn1 = tf.layers.batch_normalization(x1, training=is_train)
bn1 = tf.layers.dropout(bn1, rate=drop, training=True)
relu1 = tf.maximum(alpha * bn1, bn1)
#print ('GL1:',relu1.shape)
#256
x2 = tf.layers.conv2d_transpose(relu1, 128, 4, strides=1, kernel_initializer=tf.contrib.layers.xavier_initializer_conv2d(),
padding='valid')
#x2 = tf.layers.dropout(x2, rate=drop, training=True)
bn2 = tf.layers.batch_normalization(x2, training=is_train)
relu2 = tf.maximum(alpha * bn2, bn2)
#print ('GL2:',relu2.shape)
#128
x3 = tf.layers.conv2d_transpose(relu2, 64, 5, strides=2, kernel_initializer=tf.contrib.layers.xavier_initializer_conv2d(),
padding='same')
bn3 = tf.layers.batch_normalization(x3, training=is_train)
bn3 = tf.layers.dropout(bn3, rate=drop, training=True)
relu3 = tf.maximum(alpha * bn3, bn3)
#print ('GL3:',relu3.shape)
#Output
logits = tf.layers.conv2d_transpose(relu3, out_channel_dim, 5, strides=2, padding='same')
#print ('Out:',logits.shape)
out = tf.tanh(logits)
return out
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)import numpy as np
def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
#Label Smoothing, i.e. if you have two target labels: Real=1 and Fake=0, then for each incoming sample, if it is real, then replace the label with a random number between 0.7 and 1.2, and if it is a fake sample, replace it with 0.0 and 0.3 (for example).
#Salimans et. al. 2016
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)*np.random.uniform(0.0, 0.9)))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)*np.random.uniform(0.0, 0.9)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
#optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
input_real, input_z, learn_rate = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
d_loss, g_loss = model_loss(input_real, input_z, data_shape[3])
d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
steps = 10
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
steps += 1
#Normalize
batch_images *= 2
#Sample Noise for Generator
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
#Optimizer
_ = sess.run(d_opt, feed_dict={input_real: batch_images,
input_z: batch_z, learn_rate: learning_rate})
_ = sess.run(g_opt, feed_dict={input_real: batch_images,
input_z: batch_z, learn_rate: learning_rate})
if steps % 10 == 0:
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch_i + 1, epochs),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
if steps % 100 == 0:
show_generator_output(sess, 16, input_z, data_shape[3], data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 16
z_dim = 100
learning_rate = 0.0004
beta1 = 0.1
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 1.3014... Generator Loss: 6.6167 Epoch 1/2... Discriminator Loss: 1.2600... Generator Loss: 1.6705 Epoch 1/2... Discriminator Loss: 0.7597... Generator Loss: 3.1203 Epoch 1/2... Discriminator Loss: 0.6636... Generator Loss: 3.8097 Epoch 1/2... Discriminator Loss: 0.8449... Generator Loss: 1.9559 Epoch 1/2... Discriminator Loss: 0.6363... Generator Loss: 4.4234 Epoch 1/2... Discriminator Loss: 0.6025... Generator Loss: 3.3128 Epoch 1/2... Discriminator Loss: 0.5546... Generator Loss: 3.6192 Epoch 1/2... Discriminator Loss: 0.6075... Generator Loss: 4.0272
Epoch 1/2... Discriminator Loss: 0.9289... Generator Loss: 5.9021 Epoch 1/2... Discriminator Loss: 0.5850... Generator Loss: 3.2355 Epoch 1/2... Discriminator Loss: 0.5624... Generator Loss: 3.4117 Epoch 1/2... Discriminator Loss: 0.6470... Generator Loss: 4.6036 Epoch 1/2... Discriminator Loss: 0.6388... Generator Loss: 3.1721 Epoch 1/2... Discriminator Loss: 0.5813... Generator Loss: 3.3534 Epoch 1/2... Discriminator Loss: 0.6802... Generator Loss: 4.0785 Epoch 1/2... Discriminator Loss: 0.5918... Generator Loss: 3.7308 Epoch 1/2... Discriminator Loss: 0.6539... Generator Loss: 3.9370 Epoch 1/2... Discriminator Loss: 0.7583... Generator Loss: 2.1247
Epoch 1/2... Discriminator Loss: 0.6639... Generator Loss: 3.7480 Epoch 1/2... Discriminator Loss: 0.7841... Generator Loss: 4.4122 Epoch 1/2... Discriminator Loss: 0.6369... Generator Loss: 3.2762 Epoch 1/2... Discriminator Loss: 0.6134... Generator Loss: 2.9869 Epoch 1/2... Discriminator Loss: 0.6039... Generator Loss: 3.7751 Epoch 1/2... Discriminator Loss: 0.6511... Generator Loss: 4.0164 Epoch 1/2... Discriminator Loss: 0.6740... Generator Loss: 4.0833 Epoch 1/2... Discriminator Loss: 0.5854... Generator Loss: 3.0759 Epoch 1/2... Discriminator Loss: 0.5580... Generator Loss: 3.2139 Epoch 1/2... Discriminator Loss: 0.6522... Generator Loss: 3.7598
Epoch 1/2... Discriminator Loss: 0.6933... Generator Loss: 3.9145 Epoch 1/2... Discriminator Loss: 0.6626... Generator Loss: 2.4683 Epoch 1/2... Discriminator Loss: 0.5774... Generator Loss: 3.3985 Epoch 1/2... Discriminator Loss: 0.5876... Generator Loss: 3.0516 Epoch 1/2... Discriminator Loss: 0.6314... Generator Loss: 2.2864 Epoch 1/2... Discriminator Loss: 0.5920... Generator Loss: 3.4765 Epoch 1/2... Discriminator Loss: 0.6374... Generator Loss: 2.4863 Epoch 1/2... Discriminator Loss: 0.5655... Generator Loss: 3.5066 Epoch 1/2... Discriminator Loss: 0.5796... Generator Loss: 2.6591 Epoch 1/2... Discriminator Loss: 0.6065... Generator Loss: 3.8335
Epoch 1/2... Discriminator Loss: 0.5944... Generator Loss: 2.9858 Epoch 1/2... Discriminator Loss: 0.5918... Generator Loss: 2.5011 Epoch 1/2... Discriminator Loss: 0.6167... Generator Loss: 3.0602 Epoch 1/2... Discriminator Loss: 0.6156... Generator Loss: 2.5156 Epoch 1/2... Discriminator Loss: 0.5752... Generator Loss: 2.5803 Epoch 1/2... Discriminator Loss: 0.5976... Generator Loss: 2.7336 Epoch 1/2... Discriminator Loss: 0.5806... Generator Loss: 2.7275 Epoch 1/2... Discriminator Loss: 0.6137... Generator Loss: 2.6083 Epoch 1/2... Discriminator Loss: 0.6198... Generator Loss: 2.4118 Epoch 1/2... Discriminator Loss: 0.6501... Generator Loss: 2.0055
Epoch 1/2... Discriminator Loss: 0.6619... Generator Loss: 2.2658 Epoch 1/2... Discriminator Loss: 0.6155... Generator Loss: 2.5966 Epoch 1/2... Discriminator Loss: 0.5780... Generator Loss: 3.2594 Epoch 1/2... Discriminator Loss: 0.5685... Generator Loss: 3.4639 Epoch 1/2... Discriminator Loss: 0.6708... Generator Loss: 2.6036 Epoch 1/2... Discriminator Loss: 0.5772... Generator Loss: 2.9101 Epoch 1/2... Discriminator Loss: 0.6715... Generator Loss: 2.2379 Epoch 1/2... Discriminator Loss: 0.5837... Generator Loss: 2.9408 Epoch 1/2... Discriminator Loss: 0.6064... Generator Loss: 2.7095 Epoch 1/2... Discriminator Loss: 0.6380... Generator Loss: 2.4066
Epoch 1/2... Discriminator Loss: 0.5749... Generator Loss: 3.2044 Epoch 1/2... Discriminator Loss: 0.6254... Generator Loss: 3.5452 Epoch 1/2... Discriminator Loss: 0.5892... Generator Loss: 3.2374 Epoch 1/2... Discriminator Loss: 0.7015... Generator Loss: 2.1361 Epoch 1/2... Discriminator Loss: 0.5657... Generator Loss: 2.9982 Epoch 1/2... Discriminator Loss: 0.5728... Generator Loss: 3.4896 Epoch 1/2... Discriminator Loss: 0.5751... Generator Loss: 2.8718 Epoch 1/2... Discriminator Loss: 0.5630... Generator Loss: 3.0678 Epoch 1/2... Discriminator Loss: 0.6084... Generator Loss: 2.5014 Epoch 1/2... Discriminator Loss: 0.5810... Generator Loss: 3.2987
Epoch 1/2... Discriminator Loss: 0.6058... Generator Loss: 3.4497 Epoch 1/2... Discriminator Loss: 0.6240... Generator Loss: 3.9604 Epoch 1/2... Discriminator Loss: 0.6334... Generator Loss: 2.3880 Epoch 1/2... Discriminator Loss: 0.6093... Generator Loss: 2.6209 Epoch 1/2... Discriminator Loss: 0.6393... Generator Loss: 3.6770 Epoch 1/2... Discriminator Loss: 0.5564... Generator Loss: 3.3268 Epoch 1/2... Discriminator Loss: 0.5744... Generator Loss: 3.2541 Epoch 1/2... Discriminator Loss: 0.8700... Generator Loss: 5.5112 Epoch 1/2... Discriminator Loss: 0.5759... Generator Loss: 2.9992 Epoch 1/2... Discriminator Loss: 0.6013... Generator Loss: 3.1171
Epoch 1/2... Discriminator Loss: 0.5846... Generator Loss: 2.7899 Epoch 1/2... Discriminator Loss: 0.5878... Generator Loss: 2.7861 Epoch 1/2... Discriminator Loss: 0.6221... Generator Loss: 2.2957 Epoch 1/2... Discriminator Loss: 0.6186... Generator Loss: 3.9788 Epoch 1/2... Discriminator Loss: 0.6354... Generator Loss: 2.2781 Epoch 1/2... Discriminator Loss: 0.6111... Generator Loss: 2.4637 Epoch 1/2... Discriminator Loss: 0.7180... Generator Loss: 1.9238 Epoch 1/2... Discriminator Loss: 0.5831... Generator Loss: 3.7088 Epoch 1/2... Discriminator Loss: 0.5527... Generator Loss: 2.9729 Epoch 1/2... Discriminator Loss: 0.6090... Generator Loss: 2.7290
Epoch 1/2... Discriminator Loss: 0.6448... Generator Loss: 2.5148 Epoch 1/2... Discriminator Loss: 0.6523... Generator Loss: 3.4896 Epoch 1/2... Discriminator Loss: 0.6361... Generator Loss: 2.1479 Epoch 1/2... Discriminator Loss: 0.6139... Generator Loss: 2.6206 Epoch 1/2... Discriminator Loss: 0.6162... Generator Loss: 2.4987 Epoch 1/2... Discriminator Loss: 0.5930... Generator Loss: 2.4167 Epoch 1/2... Discriminator Loss: 0.5541... Generator Loss: 3.3714 Epoch 1/2... Discriminator Loss: 0.8901... Generator Loss: 5.5349 Epoch 1/2... Discriminator Loss: 0.5699... Generator Loss: 2.8888 Epoch 1/2... Discriminator Loss: 0.5880... Generator Loss: 2.9115
Epoch 1/2... Discriminator Loss: 0.6091... Generator Loss: 3.6284 Epoch 1/2... Discriminator Loss: 0.6357... Generator Loss: 3.1848 Epoch 1/2... Discriminator Loss: 0.5806... Generator Loss: 2.6153 Epoch 1/2... Discriminator Loss: 0.5687... Generator Loss: 2.7933 Epoch 1/2... Discriminator Loss: 0.6014... Generator Loss: 2.6860 Epoch 1/2... Discriminator Loss: 0.6555... Generator Loss: 2.4651 Epoch 1/2... Discriminator Loss: 0.6480... Generator Loss: 2.1437 Epoch 1/2... Discriminator Loss: 0.5864... Generator Loss: 2.7961 Epoch 1/2... Discriminator Loss: 0.5514... Generator Loss: 2.9765 Epoch 1/2... Discriminator Loss: 0.5962... Generator Loss: 2.8050
Epoch 1/2... Discriminator Loss: 0.6130... Generator Loss: 3.4794 Epoch 1/2... Discriminator Loss: 0.5841... Generator Loss: 3.5662 Epoch 1/2... Discriminator Loss: 0.5768... Generator Loss: 2.7708 Epoch 1/2... Discriminator Loss: 0.6609... Generator Loss: 4.0542 Epoch 1/2... Discriminator Loss: 0.6798... Generator Loss: 4.0468 Epoch 1/2... Discriminator Loss: 0.5732... Generator Loss: 2.9261 Epoch 1/2... Discriminator Loss: 0.6597... Generator Loss: 2.3346 Epoch 1/2... Discriminator Loss: 0.5902... Generator Loss: 2.5653 Epoch 1/2... Discriminator Loss: 0.6394... Generator Loss: 2.5034 Epoch 1/2... Discriminator Loss: 0.6030... Generator Loss: 2.5659
Epoch 1/2... Discriminator Loss: 0.6385... Generator Loss: 3.2461 Epoch 1/2... Discriminator Loss: 0.6180... Generator Loss: 2.7099 Epoch 1/2... Discriminator Loss: 0.5867... Generator Loss: 2.8976 Epoch 1/2... Discriminator Loss: 0.6264... Generator Loss: 2.2722 Epoch 1/2... Discriminator Loss: 0.6579... Generator Loss: 4.1108 Epoch 1/2... Discriminator Loss: 0.5933... Generator Loss: 2.6701 Epoch 1/2... Discriminator Loss: 0.5837... Generator Loss: 3.0046 Epoch 1/2... Discriminator Loss: 0.5913... Generator Loss: 3.0294 Epoch 1/2... Discriminator Loss: 0.5654... Generator Loss: 3.0532 Epoch 1/2... Discriminator Loss: 0.6172... Generator Loss: 3.3829
Epoch 1/2... Discriminator Loss: 0.7123... Generator Loss: 4.2448 Epoch 1/2... Discriminator Loss: 0.5970... Generator Loss: 2.4662 Epoch 1/2... Discriminator Loss: 0.5956... Generator Loss: 2.7094 Epoch 1/2... Discriminator Loss: 0.5624... Generator Loss: 2.5957 Epoch 1/2... Discriminator Loss: 0.5859... Generator Loss: 2.6120 Epoch 1/2... Discriminator Loss: 0.5902... Generator Loss: 2.8144 Epoch 1/2... Discriminator Loss: 0.7393... Generator Loss: 4.0904 Epoch 1/2... Discriminator Loss: 0.5860... Generator Loss: 2.9786 Epoch 1/2... Discriminator Loss: 0.5810... Generator Loss: 3.1011 Epoch 1/2... Discriminator Loss: 0.6012... Generator Loss: 3.0712
Epoch 1/2... Discriminator Loss: 0.5642... Generator Loss: 2.9343 Epoch 1/2... Discriminator Loss: 0.6768... Generator Loss: 3.9402 Epoch 1/2... Discriminator Loss: 0.6169... Generator Loss: 2.4667 Epoch 1/2... Discriminator Loss: 0.7062... Generator Loss: 4.5534 Epoch 1/2... Discriminator Loss: 0.5915... Generator Loss: 2.7988 Epoch 1/2... Discriminator Loss: 0.6201... Generator Loss: 3.6448 Epoch 1/2... Discriminator Loss: 0.6453... Generator Loss: 2.3998 Epoch 1/2... Discriminator Loss: 0.5551... Generator Loss: 3.1075 Epoch 1/2... Discriminator Loss: 0.5807... Generator Loss: 2.7847 Epoch 1/2... Discriminator Loss: 0.6293... Generator Loss: 2.4790
Epoch 1/2... Discriminator Loss: 0.5641... Generator Loss: 2.8633 Epoch 1/2... Discriminator Loss: 0.6642... Generator Loss: 2.1113 Epoch 1/2... Discriminator Loss: 0.5691... Generator Loss: 2.9739 Epoch 1/2... Discriminator Loss: 0.5914... Generator Loss: 2.5503 Epoch 1/2... Discriminator Loss: 0.5764... Generator Loss: 3.3520 Epoch 1/2... Discriminator Loss: 0.6606... Generator Loss: 2.9324 Epoch 1/2... Discriminator Loss: 0.5732... Generator Loss: 2.7390 Epoch 1/2... Discriminator Loss: 0.6890... Generator Loss: 3.9272 Epoch 1/2... Discriminator Loss: 0.5720... Generator Loss: 2.9286 Epoch 1/2... Discriminator Loss: 0.6481... Generator Loss: 3.6356
Epoch 1/2... Discriminator Loss: 0.6177... Generator Loss: 2.4216 Epoch 1/2... Discriminator Loss: 0.5747... Generator Loss: 3.4765 Epoch 1/2... Discriminator Loss: 0.6616... Generator Loss: 4.5201 Epoch 1/2... Discriminator Loss: 0.5793... Generator Loss: 3.4343 Epoch 1/2... Discriminator Loss: 0.5766... Generator Loss: 2.6383 Epoch 1/2... Discriminator Loss: 0.5857... Generator Loss: 2.6264 Epoch 1/2... Discriminator Loss: 0.5792... Generator Loss: 2.9061 Epoch 1/2... Discriminator Loss: 0.5482... Generator Loss: 3.2877 Epoch 1/2... Discriminator Loss: 0.6194... Generator Loss: 3.2069 Epoch 1/2... Discriminator Loss: 0.5967... Generator Loss: 2.4318
Epoch 1/2... Discriminator Loss: 0.5514... Generator Loss: 3.4649 Epoch 1/2... Discriminator Loss: 0.5629... Generator Loss: 2.7143 Epoch 1/2... Discriminator Loss: 0.6086... Generator Loss: 2.3067 Epoch 1/2... Discriminator Loss: 0.5997... Generator Loss: 2.4453 Epoch 1/2... Discriminator Loss: 0.6062... Generator Loss: 2.7262 Epoch 1/2... Discriminator Loss: 0.6213... Generator Loss: 2.3464 Epoch 1/2... Discriminator Loss: 0.5519... Generator Loss: 3.5292 Epoch 1/2... Discriminator Loss: 0.6095... Generator Loss: 2.8941 Epoch 1/2... Discriminator Loss: 0.5680... Generator Loss: 2.8999 Epoch 1/2... Discriminator Loss: 0.6582... Generator Loss: 2.3217
Epoch 1/2... Discriminator Loss: 0.6305... Generator Loss: 2.7371 Epoch 1/2... Discriminator Loss: 0.6238... Generator Loss: 2.3447 Epoch 1/2... Discriminator Loss: 0.5642... Generator Loss: 3.1043 Epoch 1/2... Discriminator Loss: 0.5646... Generator Loss: 2.7863 Epoch 1/2... Discriminator Loss: 0.6140... Generator Loss: 2.5217 Epoch 1/2... Discriminator Loss: 0.6659... Generator Loss: 4.0489 Epoch 1/2... Discriminator Loss: 0.5867... Generator Loss: 3.5590 Epoch 1/2... Discriminator Loss: 0.5635... Generator Loss: 3.5598 Epoch 1/2... Discriminator Loss: 0.5624... Generator Loss: 3.8202 Epoch 1/2... Discriminator Loss: 0.5566... Generator Loss: 3.2586
Epoch 1/2... Discriminator Loss: 0.5482... Generator Loss: 3.3812 Epoch 1/2... Discriminator Loss: 0.5709... Generator Loss: 2.9865 Epoch 1/2... Discriminator Loss: 0.6050... Generator Loss: 3.5774 Epoch 1/2... Discriminator Loss: 0.8477... Generator Loss: 4.7501 Epoch 1/2... Discriminator Loss: 0.5801... Generator Loss: 2.8071 Epoch 1/2... Discriminator Loss: 0.5517... Generator Loss: 3.1919 Epoch 1/2... Discriminator Loss: 0.5475... Generator Loss: 3.1553 Epoch 1/2... Discriminator Loss: 0.5474... Generator Loss: 3.0922 Epoch 1/2... Discriminator Loss: 0.6019... Generator Loss: 2.6722 Epoch 1/2... Discriminator Loss: 0.7969... Generator Loss: 4.5524
Epoch 1/2... Discriminator Loss: 0.5753... Generator Loss: 2.8112 Epoch 1/2... Discriminator Loss: 0.5996... Generator Loss: 2.3437 Epoch 1/2... Discriminator Loss: 0.6226... Generator Loss: 3.6346 Epoch 1/2... Discriminator Loss: 0.6035... Generator Loss: 2.4092 Epoch 1/2... Discriminator Loss: 0.6504... Generator Loss: 4.0631 Epoch 1/2... Discriminator Loss: 0.6367... Generator Loss: 2.3878 Epoch 1/2... Discriminator Loss: 0.5521... Generator Loss: 3.2395 Epoch 1/2... Discriminator Loss: 0.5903... Generator Loss: 3.0626 Epoch 1/2... Discriminator Loss: 0.5546... Generator Loss: 3.2708 Epoch 1/2... Discriminator Loss: 0.5619... Generator Loss: 3.0745
Epoch 1/2... Discriminator Loss: 0.7191... Generator Loss: 4.3523 Epoch 1/2... Discriminator Loss: 0.6545... Generator Loss: 3.9484 Epoch 1/2... Discriminator Loss: 0.6741... Generator Loss: 2.2363 Epoch 1/2... Discriminator Loss: 0.6739... Generator Loss: 2.5323 Epoch 1/2... Discriminator Loss: 0.5593... Generator Loss: 2.8385 Epoch 1/2... Discriminator Loss: 0.6554... Generator Loss: 2.5437 Epoch 1/2... Discriminator Loss: 0.5668... Generator Loss: 2.8798 Epoch 1/2... Discriminator Loss: 0.5541... Generator Loss: 3.1769 Epoch 1/2... Discriminator Loss: 0.5526... Generator Loss: 3.3604 Epoch 1/2... Discriminator Loss: 0.5552... Generator Loss: 3.0761
Epoch 1/2... Discriminator Loss: 0.5828... Generator Loss: 2.8305 Epoch 1/2... Discriminator Loss: 0.5795... Generator Loss: 2.9700 Epoch 1/2... Discriminator Loss: 0.5724... Generator Loss: 4.0986 Epoch 1/2... Discriminator Loss: 0.5622... Generator Loss: 3.1367 Epoch 1/2... Discriminator Loss: 0.6361... Generator Loss: 2.6242 Epoch 1/2... Discriminator Loss: 0.5628... Generator Loss: 3.2576 Epoch 1/2... Discriminator Loss: 0.5859... Generator Loss: 2.5029 Epoch 1/2... Discriminator Loss: 0.5719... Generator Loss: 3.2266 Epoch 1/2... Discriminator Loss: 0.5600... Generator Loss: 3.2319 Epoch 1/2... Discriminator Loss: 0.5653... Generator Loss: 3.9625
Epoch 1/2... Discriminator Loss: 0.5517... Generator Loss: 3.2652 Epoch 1/2... Discriminator Loss: 0.9114... Generator Loss: 5.4906 Epoch 1/2... Discriminator Loss: 0.5971... Generator Loss: 2.6840 Epoch 1/2... Discriminator Loss: 0.5756... Generator Loss: 3.6865 Epoch 1/2... Discriminator Loss: 0.6309... Generator Loss: 3.8754 Epoch 1/2... Discriminator Loss: 0.6400... Generator Loss: 3.6380 Epoch 1/2... Discriminator Loss: 0.5806... Generator Loss: 2.7406 Epoch 1/2... Discriminator Loss: 0.5624... Generator Loss: 3.3539 Epoch 1/2... Discriminator Loss: 0.5577... Generator Loss: 3.2005 Epoch 1/2... Discriminator Loss: 0.6780... Generator Loss: 4.1177
Epoch 1/2... Discriminator Loss: 0.5804... Generator Loss: 3.1142 Epoch 1/2... Discriminator Loss: 0.5453... Generator Loss: 3.4259 Epoch 1/2... Discriminator Loss: 0.5601... Generator Loss: 3.2146 Epoch 1/2... Discriminator Loss: 0.5592... Generator Loss: 3.0180 Epoch 1/2... Discriminator Loss: 0.5657... Generator Loss: 3.0820 Epoch 1/2... Discriminator Loss: 0.6008... Generator Loss: 3.0381 Epoch 1/2... Discriminator Loss: 0.5720... Generator Loss: 2.7126 Epoch 1/2... Discriminator Loss: 0.5622... Generator Loss: 3.5574 Epoch 1/2... Discriminator Loss: 0.6737... Generator Loss: 2.3821 Epoch 1/2... Discriminator Loss: 0.5615... Generator Loss: 2.7369
Epoch 1/2... Discriminator Loss: 0.9075... Generator Loss: 5.3365 Epoch 1/2... Discriminator Loss: 0.5762... Generator Loss: 2.7189 Epoch 1/2... Discriminator Loss: 0.6125... Generator Loss: 3.5169 Epoch 1/2... Discriminator Loss: 0.5838... Generator Loss: 3.4154 Epoch 1/2... Discriminator Loss: 0.5669... Generator Loss: 3.0560 Epoch 1/2... Discriminator Loss: 0.6070... Generator Loss: 3.9938 Epoch 1/2... Discriminator Loss: 0.6145... Generator Loss: 3.9491 Epoch 1/2... Discriminator Loss: 0.5849... Generator Loss: 3.0184 Epoch 1/2... Discriminator Loss: 0.5462... Generator Loss: 3.7270 Epoch 1/2... Discriminator Loss: 0.5755... Generator Loss: 2.7816
Epoch 1/2... Discriminator Loss: 0.5982... Generator Loss: 3.3420 Epoch 1/2... Discriminator Loss: 0.6136... Generator Loss: 2.5199 Epoch 1/2... Discriminator Loss: 0.6081... Generator Loss: 2.8841 Epoch 1/2... Discriminator Loss: 0.5317... Generator Loss: 3.3635 Epoch 1/2... Discriminator Loss: 0.5735... Generator Loss: 2.6611 Epoch 1/2... Discriminator Loss: 0.5289... Generator Loss: 3.3997 Epoch 1/2... Discriminator Loss: 0.5751... Generator Loss: 2.7593 Epoch 1/2... Discriminator Loss: 0.5889... Generator Loss: 2.9396 Epoch 1/2... Discriminator Loss: 0.5633... Generator Loss: 2.9516 Epoch 1/2... Discriminator Loss: 0.5367... Generator Loss: 3.5614
Epoch 1/2... Discriminator Loss: 0.6987... Generator Loss: 2.8376 Epoch 1/2... Discriminator Loss: 0.5636... Generator Loss: 3.1082 Epoch 1/2... Discriminator Loss: 0.6431... Generator Loss: 2.5127 Epoch 1/2... Discriminator Loss: 0.5927... Generator Loss: 3.3664 Epoch 1/2... Discriminator Loss: 0.5398... Generator Loss: 3.1432 Epoch 1/2... Discriminator Loss: 0.5913... Generator Loss: 2.7199 Epoch 1/2... Discriminator Loss: 0.5695... Generator Loss: 2.8026 Epoch 1/2... Discriminator Loss: 0.5341... Generator Loss: 3.6755 Epoch 1/2... Discriminator Loss: 0.5426... Generator Loss: 3.4347 Epoch 1/2... Discriminator Loss: 0.5886... Generator Loss: 2.8883
Epoch 1/2... Discriminator Loss: 0.5540... Generator Loss: 3.5361 Epoch 1/2... Discriminator Loss: 0.5701... Generator Loss: 3.1757 Epoch 1/2... Discriminator Loss: 0.5497... Generator Loss: 3.5584 Epoch 1/2... Discriminator Loss: 0.5522... Generator Loss: 3.3867 Epoch 1/2... Discriminator Loss: 0.5609... Generator Loss: 3.7066 Epoch 1/2... Discriminator Loss: 0.5770... Generator Loss: 2.9616 Epoch 1/2... Discriminator Loss: 0.5753... Generator Loss: 2.9174 Epoch 1/2... Discriminator Loss: 0.5293... Generator Loss: 3.8137 Epoch 1/2... Discriminator Loss: 0.5614... Generator Loss: 2.9000 Epoch 1/2... Discriminator Loss: 0.5616... Generator Loss: 3.4725
Epoch 1/2... Discriminator Loss: 0.5508... Generator Loss: 3.6786 Epoch 1/2... Discriminator Loss: 0.5873... Generator Loss: 3.7011 Epoch 1/2... Discriminator Loss: 0.5700... Generator Loss: 2.9915 Epoch 1/2... Discriminator Loss: 0.6166... Generator Loss: 2.5690 Epoch 1/2... Discriminator Loss: 0.5424... Generator Loss: 3.1536 Epoch 1/2... Discriminator Loss: 0.5535... Generator Loss: 3.4162 Epoch 1/2... Discriminator Loss: 0.6116... Generator Loss: 2.9093 Epoch 1/2... Discriminator Loss: 0.6379... Generator Loss: 2.8111 Epoch 1/2... Discriminator Loss: 0.5657... Generator Loss: 3.2667 Epoch 1/2... Discriminator Loss: 0.6174... Generator Loss: 4.1503
Epoch 1/2... Discriminator Loss: 0.5492... Generator Loss: 3.4965 Epoch 1/2... Discriminator Loss: 0.5424... Generator Loss: 3.0742 Epoch 1/2... Discriminator Loss: 0.5899... Generator Loss: 3.7316 Epoch 1/2... Discriminator Loss: 0.5722... Generator Loss: 3.0900 Epoch 1/2... Discriminator Loss: 0.5598... Generator Loss: 2.9431 Epoch 1/2... Discriminator Loss: 0.5765... Generator Loss: 4.3907 Epoch 1/2... Discriminator Loss: 0.5381... Generator Loss: 3.3817 Epoch 1/2... Discriminator Loss: 0.5848... Generator Loss: 3.7450 Epoch 1/2... Discriminator Loss: 0.5400... Generator Loss: 3.0871 Epoch 1/2... Discriminator Loss: 0.5674... Generator Loss: 3.3766
Epoch 1/2... Discriminator Loss: 0.5677... Generator Loss: 3.2005 Epoch 1/2... Discriminator Loss: 0.5426... Generator Loss: 3.0166 Epoch 1/2... Discriminator Loss: 0.6506... Generator Loss: 2.3248 Epoch 1/2... Discriminator Loss: 0.5468... Generator Loss: 3.2027 Epoch 1/2... Discriminator Loss: 0.5360... Generator Loss: 3.5387 Epoch 1/2... Discriminator Loss: 0.5875... Generator Loss: 3.0928 Epoch 1/2... Discriminator Loss: 0.5465... Generator Loss: 3.2857 Epoch 1/2... Discriminator Loss: 0.5983... Generator Loss: 3.6524 Epoch 1/2... Discriminator Loss: 0.5324... Generator Loss: 3.4033 Epoch 1/2... Discriminator Loss: 0.5680... Generator Loss: 3.1960
Epoch 1/2... Discriminator Loss: 0.6310... Generator Loss: 2.6808 Epoch 1/2... Discriminator Loss: 0.6692... Generator Loss: 2.1617 Epoch 1/2... Discriminator Loss: 0.5698... Generator Loss: 3.1102 Epoch 1/2... Discriminator Loss: 0.5746... Generator Loss: 3.4460 Epoch 1/2... Discriminator Loss: 0.5485... Generator Loss: 3.6879 Epoch 1/2... Discriminator Loss: 0.5671... Generator Loss: 3.4450 Epoch 1/2... Discriminator Loss: 0.5799... Generator Loss: 3.7261 Epoch 1/2... Discriminator Loss: 0.5615... Generator Loss: 3.0045 Epoch 1/2... Discriminator Loss: 0.5312... Generator Loss: 3.7447 Epoch 1/2... Discriminator Loss: 0.5342... Generator Loss: 3.4532
Epoch 1/2... Discriminator Loss: 0.5457... Generator Loss: 3.7466 Epoch 1/2... Discriminator Loss: 0.5367... Generator Loss: 3.6252 Epoch 1/2... Discriminator Loss: 0.7381... Generator Loss: 2.2607 Epoch 1/2... Discriminator Loss: 0.5571... Generator Loss: 2.9303 Epoch 1/2... Discriminator Loss: 0.5361... Generator Loss: 3.6560 Epoch 1/2... Discriminator Loss: 0.5568... Generator Loss: 2.8595 Epoch 1/2... Discriminator Loss: 0.5456... Generator Loss: 3.4989 Epoch 1/2... Discriminator Loss: 0.5624... Generator Loss: 3.5879 Epoch 1/2... Discriminator Loss: 0.5797... Generator Loss: 3.1103 Epoch 1/2... Discriminator Loss: 0.6667... Generator Loss: 2.4952
Epoch 1/2... Discriminator Loss: 0.5677... Generator Loss: 4.7558 Epoch 1/2... Discriminator Loss: 0.5383... Generator Loss: 3.8713 Epoch 1/2... Discriminator Loss: 0.8589... Generator Loss: 5.0316 Epoch 1/2... Discriminator Loss: 0.5976... Generator Loss: 3.5471 Epoch 1/2... Discriminator Loss: 0.5882... Generator Loss: 2.9608 Epoch 1/2... Discriminator Loss: 0.5405... Generator Loss: 3.9728 Epoch 1/2... Discriminator Loss: 0.5382... Generator Loss: 3.8992 Epoch 1/2... Discriminator Loss: 0.5611... Generator Loss: 3.2208 Epoch 1/2... Discriminator Loss: 0.5339... Generator Loss: 3.8619 Epoch 1/2... Discriminator Loss: 0.5360... Generator Loss: 3.6772
Epoch 1/2... Discriminator Loss: 0.5360... Generator Loss: 3.7351 Epoch 1/2... Discriminator Loss: 0.5265... Generator Loss: 3.8596 Epoch 1/2... Discriminator Loss: 0.5735... Generator Loss: 2.8036 Epoch 1/2... Discriminator Loss: 0.5839... Generator Loss: 3.3732 Epoch 1/2... Discriminator Loss: 0.5614... Generator Loss: 3.2746 Epoch 1/2... Discriminator Loss: 0.5936... Generator Loss: 2.6531 Epoch 1/2... Discriminator Loss: 0.6022... Generator Loss: 3.0080 Epoch 1/2... Discriminator Loss: 0.5373... Generator Loss: 3.3482 Epoch 1/2... Discriminator Loss: 0.6602... Generator Loss: 4.3687 Epoch 1/2... Discriminator Loss: 0.5428... Generator Loss: 3.3217
Epoch 1/2... Discriminator Loss: 0.5639... Generator Loss: 3.0875 Epoch 1/2... Discriminator Loss: 0.5715... Generator Loss: 3.6849 Epoch 1/2... Discriminator Loss: 0.5404... Generator Loss: 3.3042 Epoch 1/2... Discriminator Loss: 0.5851... Generator Loss: 3.1649 Epoch 1/2... Discriminator Loss: 0.5715... Generator Loss: 2.7916 Epoch 1/2... Discriminator Loss: 0.5588... Generator Loss: 4.1329 Epoch 1/2... Discriminator Loss: 0.6689... Generator Loss: 4.1254 Epoch 1/2... Discriminator Loss: 0.6375... Generator Loss: 3.9362 Epoch 1/2... Discriminator Loss: 0.5654... Generator Loss: 3.9564 Epoch 1/2... Discriminator Loss: 0.5550... Generator Loss: 3.6795
Epoch 1/2... Discriminator Loss: 0.5935... Generator Loss: 3.5639 Epoch 1/2... Discriminator Loss: 0.5524... Generator Loss: 4.0366 Epoch 1/2... Discriminator Loss: 0.5637... Generator Loss: 2.6261 Epoch 1/2... Discriminator Loss: 0.5614... Generator Loss: 3.6624 Epoch 1/2... Discriminator Loss: 0.6164... Generator Loss: 2.9236 Epoch 1/2... Discriminator Loss: 0.5666... Generator Loss: 4.2429 Epoch 2/2... Discriminator Loss: 0.5407... Generator Loss: 3.3711 Epoch 2/2... Discriminator Loss: 0.5619... Generator Loss: 3.5843 Epoch 2/2... Discriminator Loss: 0.5460... Generator Loss: 3.5716 Epoch 2/2... Discriminator Loss: 0.6207... Generator Loss: 2.8914
Epoch 2/2... Discriminator Loss: 0.5440... Generator Loss: 3.3495 Epoch 2/2... Discriminator Loss: 0.6933... Generator Loss: 3.1818 Epoch 2/2... Discriminator Loss: 0.6108... Generator Loss: 4.0073 Epoch 2/2... Discriminator Loss: 0.5561... Generator Loss: 3.1428 Epoch 2/2... Discriminator Loss: 0.6552... Generator Loss: 2.6674 Epoch 2/2... Discriminator Loss: 0.5592... Generator Loss: 3.3239 Epoch 2/2... Discriminator Loss: 0.5495... Generator Loss: 3.0592 Epoch 2/2... Discriminator Loss: 0.5779... Generator Loss: 2.7740 Epoch 2/2... Discriminator Loss: 0.5453... Generator Loss: 3.4041 Epoch 2/2... Discriminator Loss: 0.6153... Generator Loss: 2.6716
Epoch 2/2... Discriminator Loss: 0.5493... Generator Loss: 2.7600 Epoch 2/2... Discriminator Loss: 0.5845... Generator Loss: 3.2987 Epoch 2/2... Discriminator Loss: 0.6089... Generator Loss: 4.4972 Epoch 2/2... Discriminator Loss: 0.5446... Generator Loss: 3.1809 Epoch 2/2... Discriminator Loss: 0.5563... Generator Loss: 3.4304 Epoch 2/2... Discriminator Loss: 0.5404... Generator Loss: 3.8799 Epoch 2/2... Discriminator Loss: 0.5278... Generator Loss: 3.7568 Epoch 2/2... Discriminator Loss: 0.6454... Generator Loss: 2.6988 Epoch 2/2... Discriminator Loss: 0.5550... Generator Loss: 3.4664 Epoch 2/2... Discriminator Loss: 0.5341... Generator Loss: 3.6503
Epoch 2/2... Discriminator Loss: 0.5587... Generator Loss: 3.4003 Epoch 2/2... Discriminator Loss: 0.5621... Generator Loss: 3.1465 Epoch 2/2... Discriminator Loss: 0.6118... Generator Loss: 3.0667 Epoch 2/2... Discriminator Loss: 0.5657... Generator Loss: 3.4343 Epoch 2/2... Discriminator Loss: 0.5454... Generator Loss: 3.3425 Epoch 2/2... Discriminator Loss: 0.5527... Generator Loss: 4.3797 Epoch 2/2... Discriminator Loss: 0.5407... Generator Loss: 3.0985 Epoch 2/2... Discriminator Loss: 0.5305... Generator Loss: 3.5287 Epoch 2/2... Discriminator Loss: 0.5292... Generator Loss: 3.4958 Epoch 2/2... Discriminator Loss: 0.7130... Generator Loss: 5.2585
Epoch 2/2... Discriminator Loss: 0.5434... Generator Loss: 3.3244 Epoch 2/2... Discriminator Loss: 0.5473... Generator Loss: 3.2907 Epoch 2/2... Discriminator Loss: 0.7304... Generator Loss: 4.7435 Epoch 2/2... Discriminator Loss: 0.5181... Generator Loss: 3.5693 Epoch 2/2... Discriminator Loss: 0.5408... Generator Loss: 3.3934 Epoch 2/2... Discriminator Loss: 0.5232... Generator Loss: 3.6616 Epoch 2/2... Discriminator Loss: 0.5305... Generator Loss: 3.4639 Epoch 2/2... Discriminator Loss: 0.5696... Generator Loss: 4.6222 Epoch 2/2... Discriminator Loss: 0.5725... Generator Loss: 3.9262 Epoch 2/2... Discriminator Loss: 0.5692... Generator Loss: 3.3751
Epoch 2/2... Discriminator Loss: 0.5307... Generator Loss: 3.4711 Epoch 2/2... Discriminator Loss: 0.5664... Generator Loss: 3.0704 Epoch 2/2... Discriminator Loss: 0.5472... Generator Loss: 3.4214 Epoch 2/2... Discriminator Loss: 0.6102... Generator Loss: 3.0478 Epoch 2/2... Discriminator Loss: 0.5287... Generator Loss: 3.8923 Epoch 2/2... Discriminator Loss: 0.6043... Generator Loss: 2.6158 Epoch 2/2... Discriminator Loss: 0.5593... Generator Loss: 3.4148 Epoch 2/2... Discriminator Loss: 0.5291... Generator Loss: 4.3903 Epoch 2/2... Discriminator Loss: 0.5609... Generator Loss: 2.8875 Epoch 2/2... Discriminator Loss: 0.6193... Generator Loss: 4.2394
Epoch 2/2... Discriminator Loss: 0.5765... Generator Loss: 3.4815 Epoch 2/2... Discriminator Loss: 0.5498... Generator Loss: 3.3400 Epoch 2/2... Discriminator Loss: 0.5774... Generator Loss: 4.4305 Epoch 2/2... Discriminator Loss: 0.5495... Generator Loss: 4.4984 Epoch 2/2... Discriminator Loss: 0.6631... Generator Loss: 2.6138 Epoch 2/2... Discriminator Loss: 0.5421... Generator Loss: 3.2348 Epoch 2/2... Discriminator Loss: 0.5773... Generator Loss: 3.4305 Epoch 2/2... Discriminator Loss: 0.5213... Generator Loss: 3.3401 Epoch 2/2... Discriminator Loss: 0.5974... Generator Loss: 3.0307 Epoch 2/2... Discriminator Loss: 0.6286... Generator Loss: 4.0887
Epoch 2/2... Discriminator Loss: 0.8063... Generator Loss: 4.7745 Epoch 2/2... Discriminator Loss: 0.6048... Generator Loss: 2.6286 Epoch 2/2... Discriminator Loss: 0.5242... Generator Loss: 3.6146 Epoch 2/2... Discriminator Loss: 0.6519... Generator Loss: 3.5771 Epoch 2/2... Discriminator Loss: 0.5542... Generator Loss: 3.3073 Epoch 2/2... Discriminator Loss: 0.5338... Generator Loss: 3.3869 Epoch 2/2... Discriminator Loss: 0.5791... Generator Loss: 2.9320 Epoch 2/2... Discriminator Loss: 0.5531... Generator Loss: 3.6452 Epoch 2/2... Discriminator Loss: 0.5621... Generator Loss: 4.1451 Epoch 2/2... Discriminator Loss: 0.5320... Generator Loss: 3.7688
Epoch 2/2... Discriminator Loss: 0.5379... Generator Loss: 3.4295 Epoch 2/2... Discriminator Loss: 0.5375... Generator Loss: 3.5178 Epoch 2/2... Discriminator Loss: 0.5635... Generator Loss: 3.6025 Epoch 2/2... Discriminator Loss: 0.6014... Generator Loss: 2.6045 Epoch 2/2... Discriminator Loss: 0.5724... Generator Loss: 3.2693 Epoch 2/2... Discriminator Loss: 0.5621... Generator Loss: 3.3798 Epoch 2/2... Discriminator Loss: 0.6334... Generator Loss: 2.5350 Epoch 2/2... Discriminator Loss: 0.5692... Generator Loss: 2.8814 Epoch 2/2... Discriminator Loss: 0.6129... Generator Loss: 4.0687 Epoch 2/2... Discriminator Loss: 0.5568... Generator Loss: 3.0125
Epoch 2/2... Discriminator Loss: 0.7656... Generator Loss: 5.3680 Epoch 2/2... Discriminator Loss: 0.5951... Generator Loss: 2.5722 Epoch 2/2... Discriminator Loss: 0.5754... Generator Loss: 3.2227 Epoch 2/2... Discriminator Loss: 0.5433... Generator Loss: 3.8970 Epoch 2/2... Discriminator Loss: 0.5834... Generator Loss: 3.9744 Epoch 2/2... Discriminator Loss: 0.6985... Generator Loss: 4.5669 Epoch 2/2... Discriminator Loss: 0.5512... Generator Loss: 3.6478 Epoch 2/2... Discriminator Loss: 0.6115... Generator Loss: 3.5401 Epoch 2/2... Discriminator Loss: 0.5434... Generator Loss: 3.9164 Epoch 2/2... Discriminator Loss: 0.6046... Generator Loss: 2.7049
Epoch 2/2... Discriminator Loss: 0.5215... Generator Loss: 3.8583 Epoch 2/2... Discriminator Loss: 0.5555... Generator Loss: 3.2563 Epoch 2/2... Discriminator Loss: 0.5335... Generator Loss: 3.3234 Epoch 2/2... Discriminator Loss: 0.5674... Generator Loss: 2.9806 Epoch 2/2... Discriminator Loss: 0.5714... Generator Loss: 3.1649 Epoch 2/2... Discriminator Loss: 0.5520... Generator Loss: 3.8312 Epoch 2/2... Discriminator Loss: 0.5797... Generator Loss: 2.9274 Epoch 2/2... Discriminator Loss: 0.6026... Generator Loss: 4.4425 Epoch 2/2... Discriminator Loss: 0.5556... Generator Loss: 3.2051 Epoch 2/2... Discriminator Loss: 0.5823... Generator Loss: 3.1701
Epoch 2/2... Discriminator Loss: 0.6819... Generator Loss: 4.9313 Epoch 2/2... Discriminator Loss: 0.7052... Generator Loss: 4.6394 Epoch 2/2... Discriminator Loss: 0.5413... Generator Loss: 2.9631 Epoch 2/2... Discriminator Loss: 0.6037... Generator Loss: 4.7078 Epoch 2/2... Discriminator Loss: 0.5402... Generator Loss: 3.1441 Epoch 2/2... Discriminator Loss: 0.5271... Generator Loss: 3.6494 Epoch 2/2... Discriminator Loss: 0.5515... Generator Loss: 3.8526 Epoch 2/2... Discriminator Loss: 0.5845... Generator Loss: 4.6863 Epoch 2/2... Discriminator Loss: 0.5787... Generator Loss: 4.1200 Epoch 2/2... Discriminator Loss: 0.5742... Generator Loss: 4.1845
Epoch 2/2... Discriminator Loss: 0.5343... Generator Loss: 3.0235 Epoch 2/2... Discriminator Loss: 0.5315... Generator Loss: 4.2182 Epoch 2/2... Discriminator Loss: 0.5401... Generator Loss: 3.2981 Epoch 2/2... Discriminator Loss: 0.6130... Generator Loss: 2.7747 Epoch 2/2... Discriminator Loss: 0.5825... Generator Loss: 4.3254 Epoch 2/2... Discriminator Loss: 0.5737... Generator Loss: 3.1741 Epoch 2/2... Discriminator Loss: 0.5247... Generator Loss: 3.7260 Epoch 2/2... Discriminator Loss: 0.6102... Generator Loss: 4.3394 Epoch 2/2... Discriminator Loss: 0.5667... Generator Loss: 4.1525 Epoch 2/2... Discriminator Loss: 0.5838... Generator Loss: 3.9396
Epoch 2/2... Discriminator Loss: 0.5286... Generator Loss: 3.5723 Epoch 2/2... Discriminator Loss: 0.5439... Generator Loss: 3.9099 Epoch 2/2... Discriminator Loss: 0.5960... Generator Loss: 3.0530 Epoch 2/2... Discriminator Loss: 0.5567... Generator Loss: 4.0664 Epoch 2/2... Discriminator Loss: 0.5370... Generator Loss: 3.9380 Epoch 2/2... Discriminator Loss: 0.5211... Generator Loss: 3.3457 Epoch 2/2... Discriminator Loss: 0.5614... Generator Loss: 3.9583 Epoch 2/2... Discriminator Loss: 0.5691... Generator Loss: 3.1238 Epoch 2/2... Discriminator Loss: 0.6050... Generator Loss: 2.5601 Epoch 2/2... Discriminator Loss: 0.5484... Generator Loss: 4.0544
Epoch 2/2... Discriminator Loss: 0.5197... Generator Loss: 4.2208 Epoch 2/2... Discriminator Loss: 0.6225... Generator Loss: 4.2900 Epoch 2/2... Discriminator Loss: 0.5430... Generator Loss: 3.5105 Epoch 2/2... Discriminator Loss: 0.5436... Generator Loss: 3.5146 Epoch 2/2... Discriminator Loss: 0.5678... Generator Loss: 2.9683 Epoch 2/2... Discriminator Loss: 0.5834... Generator Loss: 2.8296 Epoch 2/2... Discriminator Loss: 0.5766... Generator Loss: 3.0741 Epoch 2/2... Discriminator Loss: 0.5255... Generator Loss: 3.4543 Epoch 2/2... Discriminator Loss: 0.5491... Generator Loss: 3.1238 Epoch 2/2... Discriminator Loss: 0.5666... Generator Loss: 4.0776
Epoch 2/2... Discriminator Loss: 0.5777... Generator Loss: 3.1958 Epoch 2/2... Discriminator Loss: 0.5285... Generator Loss: 3.9800 Epoch 2/2... Discriminator Loss: 0.6535... Generator Loss: 3.2016 Epoch 2/2... Discriminator Loss: 0.5388... Generator Loss: 3.3966 Epoch 2/2... Discriminator Loss: 0.5188... Generator Loss: 3.9442 Epoch 2/2... Discriminator Loss: 0.5621... Generator Loss: 4.1994 Epoch 2/2... Discriminator Loss: 0.5493... Generator Loss: 3.3570 Epoch 2/2... Discriminator Loss: 0.5518... Generator Loss: 3.0745 Epoch 2/2... Discriminator Loss: 0.5419... Generator Loss: 3.4711 Epoch 2/2... Discriminator Loss: 0.5282... Generator Loss: 3.1963
Epoch 2/2... Discriminator Loss: 0.5238... Generator Loss: 4.1185 Epoch 2/2... Discriminator Loss: 0.5290... Generator Loss: 3.5766 Epoch 2/2... Discriminator Loss: 0.6567... Generator Loss: 5.2268 Epoch 2/2... Discriminator Loss: 0.6122... Generator Loss: 3.0031 Epoch 2/2... Discriminator Loss: 0.5206... Generator Loss: 3.5022 Epoch 2/2... Discriminator Loss: 0.5420... Generator Loss: 3.5176 Epoch 2/2... Discriminator Loss: 0.5530... Generator Loss: 3.8494 Epoch 2/2... Discriminator Loss: 0.5454... Generator Loss: 4.2733 Epoch 2/2... Discriminator Loss: 0.5912... Generator Loss: 4.3702 Epoch 2/2... Discriminator Loss: 0.5462... Generator Loss: 3.6307
Epoch 2/2... Discriminator Loss: 0.5169... Generator Loss: 4.0399 Epoch 2/2... Discriminator Loss: 0.5312... Generator Loss: 4.1321 Epoch 2/2... Discriminator Loss: 0.5265... Generator Loss: 3.8990 Epoch 2/2... Discriminator Loss: 0.5505... Generator Loss: 3.2142 Epoch 2/2... Discriminator Loss: 0.5385... Generator Loss: 4.0297 Epoch 2/2... Discriminator Loss: 0.6207... Generator Loss: 4.3145 Epoch 2/2... Discriminator Loss: 0.5634... Generator Loss: 3.2194 Epoch 2/2... Discriminator Loss: 0.5404... Generator Loss: 3.7427 Epoch 2/2... Discriminator Loss: 0.5661... Generator Loss: 3.4422 Epoch 2/2... Discriminator Loss: 0.5448... Generator Loss: 4.0351
Epoch 2/2... Discriminator Loss: 0.5285... Generator Loss: 3.9381 Epoch 2/2... Discriminator Loss: 0.8246... Generator Loss: 5.6143 Epoch 2/2... Discriminator Loss: 0.6380... Generator Loss: 3.4252 Epoch 2/2... Discriminator Loss: 0.5208... Generator Loss: 3.6719 Epoch 2/2... Discriminator Loss: 0.5369... Generator Loss: 3.5438 Epoch 2/2... Discriminator Loss: 0.5574... Generator Loss: 3.1492 Epoch 2/2... Discriminator Loss: 0.5359... Generator Loss: 3.5089 Epoch 2/2... Discriminator Loss: 0.5478... Generator Loss: 3.3894 Epoch 2/2... Discriminator Loss: 0.5495... Generator Loss: 3.9804 Epoch 2/2... Discriminator Loss: 0.5599... Generator Loss: 3.0724
Epoch 2/2... Discriminator Loss: 0.5451... Generator Loss: 3.2803 Epoch 2/2... Discriminator Loss: 0.6201... Generator Loss: 4.5609 Epoch 2/2... Discriminator Loss: 0.5776... Generator Loss: 4.7865 Epoch 2/2... Discriminator Loss: 0.6072... Generator Loss: 4.5674 Epoch 2/2... Discriminator Loss: 0.5614... Generator Loss: 4.1834 Epoch 2/2... Discriminator Loss: 0.5569... Generator Loss: 3.5541 Epoch 2/2... Discriminator Loss: 0.5350... Generator Loss: 4.0265 Epoch 2/2... Discriminator Loss: 0.5529... Generator Loss: 3.7744 Epoch 2/2... Discriminator Loss: 0.5604... Generator Loss: 3.5532 Epoch 2/2... Discriminator Loss: 0.5193... Generator Loss: 3.8440
Epoch 2/2... Discriminator Loss: 0.5389... Generator Loss: 3.9263 Epoch 2/2... Discriminator Loss: 0.5345... Generator Loss: 3.7816 Epoch 2/2... Discriminator Loss: 0.5235... Generator Loss: 4.3462 Epoch 2/2... Discriminator Loss: 0.5410... Generator Loss: 3.6322 Epoch 2/2... Discriminator Loss: 0.5719... Generator Loss: 3.7210 Epoch 2/2... Discriminator Loss: 0.7644... Generator Loss: 4.4743 Epoch 2/2... Discriminator Loss: 0.5463... Generator Loss: 3.7265 Epoch 2/2... Discriminator Loss: 0.5604... Generator Loss: 4.1129 Epoch 2/2... Discriminator Loss: 0.6567... Generator Loss: 2.9412 Epoch 2/2... Discriminator Loss: 0.5341... Generator Loss: 3.8296
Epoch 2/2... Discriminator Loss: 0.5256... Generator Loss: 4.1869 Epoch 2/2... Discriminator Loss: 0.5278... Generator Loss: 4.0989 Epoch 2/2... Discriminator Loss: 0.5561... Generator Loss: 3.1734 Epoch 2/2... Discriminator Loss: 0.5443... Generator Loss: 3.0999 Epoch 2/2... Discriminator Loss: 0.5341... Generator Loss: 3.7429 Epoch 2/2... Discriminator Loss: 0.5985... Generator Loss: 4.1590 Epoch 2/2... Discriminator Loss: 0.5273... Generator Loss: 3.7480 Epoch 2/2... Discriminator Loss: 0.6053... Generator Loss: 3.2600 Epoch 2/2... Discriminator Loss: 0.5338... Generator Loss: 4.3110 Epoch 2/2... Discriminator Loss: 0.5201... Generator Loss: 3.9084
Epoch 2/2... Discriminator Loss: 0.5208... Generator Loss: 4.2441 Epoch 2/2... Discriminator Loss: 0.5451... Generator Loss: 3.4919 Epoch 2/2... Discriminator Loss: 0.5983... Generator Loss: 3.0225 Epoch 2/2... Discriminator Loss: 0.5345... Generator Loss: 3.4734 Epoch 2/2... Discriminator Loss: 0.5370... Generator Loss: 3.7366 Epoch 2/2... Discriminator Loss: 0.5718... Generator Loss: 3.3110 Epoch 2/2... Discriminator Loss: 0.5723... Generator Loss: 3.5914 Epoch 2/2... Discriminator Loss: 0.5508... Generator Loss: 4.0791 Epoch 2/2... Discriminator Loss: 0.7727... Generator Loss: 4.5420 Epoch 2/2... Discriminator Loss: 0.5525... Generator Loss: 3.0352
Epoch 2/2... Discriminator Loss: 0.5433... Generator Loss: 3.2279 Epoch 2/2... Discriminator Loss: 0.5540... Generator Loss: 3.4686 Epoch 2/2... Discriminator Loss: 0.5278... Generator Loss: 3.3865 Epoch 2/2... Discriminator Loss: 0.5621... Generator Loss: 3.9874 Epoch 2/2... Discriminator Loss: 0.5283... Generator Loss: 3.4235 Epoch 2/2... Discriminator Loss: 0.5225... Generator Loss: 4.0308 Epoch 2/2... Discriminator Loss: 0.5460... Generator Loss: 4.1545 Epoch 2/2... Discriminator Loss: 0.5352... Generator Loss: 3.5700 Epoch 2/2... Discriminator Loss: 0.5181... Generator Loss: 4.6062 Epoch 2/2... Discriminator Loss: 0.5626... Generator Loss: 4.6278
Epoch 2/2... Discriminator Loss: 0.5249... Generator Loss: 4.2767 Epoch 2/2... Discriminator Loss: 0.5445... Generator Loss: 3.2880 Epoch 2/2... Discriminator Loss: 0.5147... Generator Loss: 4.0243 Epoch 2/2... Discriminator Loss: 0.5805... Generator Loss: 4.5220 Epoch 2/2... Discriminator Loss: 0.5513... Generator Loss: 3.2541 Epoch 2/2... Discriminator Loss: 0.5361... Generator Loss: 3.2308 Epoch 2/2... Discriminator Loss: 0.5159... Generator Loss: 4.2372 Epoch 2/2... Discriminator Loss: 0.5301... Generator Loss: 3.6317 Epoch 2/2... Discriminator Loss: 0.5893... Generator Loss: 3.0679 Epoch 2/2... Discriminator Loss: 0.5321... Generator Loss: 4.1030
Epoch 2/2... Discriminator Loss: 0.5459... Generator Loss: 3.2035 Epoch 2/2... Discriminator Loss: 0.5403... Generator Loss: 3.5918 Epoch 2/2... Discriminator Loss: 0.5917... Generator Loss: 4.4631 Epoch 2/2... Discriminator Loss: 0.5849... Generator Loss: 2.6795 Epoch 2/2... Discriminator Loss: 0.5506... Generator Loss: 3.4901 Epoch 2/2... Discriminator Loss: 0.5190... Generator Loss: 3.8078 Epoch 2/2... Discriminator Loss: 0.5257... Generator Loss: 3.8124 Epoch 2/2... Discriminator Loss: 0.5369... Generator Loss: 3.5900 Epoch 2/2... Discriminator Loss: 0.5502... Generator Loss: 3.3574 Epoch 2/2... Discriminator Loss: 0.5645... Generator Loss: 3.4705
Epoch 2/2... Discriminator Loss: 0.5704... Generator Loss: 3.3566 Epoch 2/2... Discriminator Loss: 0.5183... Generator Loss: 3.7598 Epoch 2/2... Discriminator Loss: 0.5852... Generator Loss: 3.3931 Epoch 2/2... Discriminator Loss: 0.5284... Generator Loss: 3.9786 Epoch 2/2... Discriminator Loss: 0.7110... Generator Loss: 4.7084 Epoch 2/2... Discriminator Loss: 0.5527... Generator Loss: 3.0762 Epoch 2/2... Discriminator Loss: 0.5284... Generator Loss: 3.7675 Epoch 2/2... Discriminator Loss: 0.6799... Generator Loss: 4.4216 Epoch 2/2... Discriminator Loss: 0.5343... Generator Loss: 4.2172 Epoch 2/2... Discriminator Loss: 0.5431... Generator Loss: 3.1657
Epoch 2/2... Discriminator Loss: 0.6381... Generator Loss: 2.7691 Epoch 2/2... Discriminator Loss: 0.5645... Generator Loss: 4.1861 Epoch 2/2... Discriminator Loss: 0.5868... Generator Loss: 3.9760 Epoch 2/2... Discriminator Loss: 0.5265... Generator Loss: 4.2698 Epoch 2/2... Discriminator Loss: 0.5377... Generator Loss: 3.4516 Epoch 2/2... Discriminator Loss: 0.5266... Generator Loss: 3.8876 Epoch 2/2... Discriminator Loss: 0.5462... Generator Loss: 3.4191 Epoch 2/2... Discriminator Loss: 0.5266... Generator Loss: 4.0836 Epoch 2/2... Discriminator Loss: 0.5592... Generator Loss: 4.0541 Epoch 2/2... Discriminator Loss: 0.5639... Generator Loss: 3.6232
Epoch 2/2... Discriminator Loss: 0.6503... Generator Loss: 3.0396 Epoch 2/2... Discriminator Loss: 0.5338... Generator Loss: 3.5542 Epoch 2/2... Discriminator Loss: 0.6292... Generator Loss: 3.4463 Epoch 2/2... Discriminator Loss: 0.5274... Generator Loss: 4.1263 Epoch 2/2... Discriminator Loss: 0.5197... Generator Loss: 3.8110 Epoch 2/2... Discriminator Loss: 0.5401... Generator Loss: 3.2887 Epoch 2/2... Discriminator Loss: 0.5467... Generator Loss: 4.0264 Epoch 2/2... Discriminator Loss: 0.5314... Generator Loss: 4.2457 Epoch 2/2... Discriminator Loss: 0.5544... Generator Loss: 3.4973 Epoch 2/2... Discriminator Loss: 0.5141... Generator Loss: 4.3281
Epoch 2/2... Discriminator Loss: 0.5371... Generator Loss: 3.8147 Epoch 2/2... Discriminator Loss: 0.5263... Generator Loss: 3.6016 Epoch 2/2... Discriminator Loss: 0.5306... Generator Loss: 3.8755 Epoch 2/2... Discriminator Loss: 0.5347... Generator Loss: 3.4929 Epoch 2/2... Discriminator Loss: 0.5464... Generator Loss: 3.7355 Epoch 2/2... Discriminator Loss: 0.6311... Generator Loss: 4.5024 Epoch 2/2... Discriminator Loss: 0.5488... Generator Loss: 4.2725 Epoch 2/2... Discriminator Loss: 0.5216... Generator Loss: 3.8294 Epoch 2/2... Discriminator Loss: 0.5474... Generator Loss: 2.8936 Epoch 2/2... Discriminator Loss: 0.5376... Generator Loss: 3.6832
Epoch 2/2... Discriminator Loss: 0.5245... Generator Loss: 3.8949 Epoch 2/2... Discriminator Loss: 0.5398... Generator Loss: 3.3528 Epoch 2/2... Discriminator Loss: 0.5640... Generator Loss: 3.2023 Epoch 2/2... Discriminator Loss: 0.5317... Generator Loss: 3.3514 Epoch 2/2... Discriminator Loss: 0.5259... Generator Loss: 3.1743 Epoch 2/2... Discriminator Loss: 0.6033... Generator Loss: 3.1081 Epoch 2/2... Discriminator Loss: 0.5433... Generator Loss: 3.5357 Epoch 2/2... Discriminator Loss: 0.5306... Generator Loss: 3.3879 Epoch 2/2... Discriminator Loss: 0.5564... Generator Loss: 2.9030 Epoch 2/2... Discriminator Loss: 0.5753... Generator Loss: 3.2622
Epoch 2/2... Discriminator Loss: 0.5387... Generator Loss: 3.8348 Epoch 2/2... Discriminator Loss: 0.5647... Generator Loss: 4.3817 Epoch 2/2... Discriminator Loss: 0.5773... Generator Loss: 4.2092 Epoch 2/2... Discriminator Loss: 0.5289... Generator Loss: 3.8052 Epoch 2/2... Discriminator Loss: 0.7058... Generator Loss: 4.4712 Epoch 2/2... Discriminator Loss: 0.5732... Generator Loss: 4.4543 Epoch 2/2... Discriminator Loss: 0.5463... Generator Loss: 3.8708 Epoch 2/2... Discriminator Loss: 0.5523... Generator Loss: 3.2281 Epoch 2/2... Discriminator Loss: 0.5503... Generator Loss: 3.4991 Epoch 2/2... Discriminator Loss: 0.5353... Generator Loss: 3.4191
Epoch 2/2... Discriminator Loss: 0.5443... Generator Loss: 3.5402 Epoch 2/2... Discriminator Loss: 0.5544... Generator Loss: 4.3252 Epoch 2/2... Discriminator Loss: 0.5393... Generator Loss: 3.4382 Epoch 2/2... Discriminator Loss: 0.5748... Generator Loss: 4.1856 Epoch 2/2... Discriminator Loss: 0.5482... Generator Loss: 3.5835 Epoch 2/2... Discriminator Loss: 0.5286... Generator Loss: 3.6895 Epoch 2/2... Discriminator Loss: 0.5446... Generator Loss: 3.4800 Epoch 2/2... Discriminator Loss: 0.5396... Generator Loss: 3.5834 Epoch 2/2... Discriminator Loss: 0.5194... Generator Loss: 3.9074 Epoch 2/2... Discriminator Loss: 0.5341... Generator Loss: 4.0863
Epoch 2/2... Discriminator Loss: 0.6076... Generator Loss: 2.6788 Epoch 2/2... Discriminator Loss: 0.5383... Generator Loss: 3.3389 Epoch 2/2... Discriminator Loss: 0.5229... Generator Loss: 3.8542 Epoch 2/2... Discriminator Loss: 0.5382... Generator Loss: 3.8687 Epoch 2/2... Discriminator Loss: 0.5320... Generator Loss: 3.4473 Epoch 2/2... Discriminator Loss: 0.5489... Generator Loss: 3.3112 Epoch 2/2... Discriminator Loss: 0.5278... Generator Loss: 3.6641 Epoch 2/2... Discriminator Loss: 0.5229... Generator Loss: 3.9003 Epoch 2/2... Discriminator Loss: 0.6114... Generator Loss: 2.9880 Epoch 2/2... Discriminator Loss: 0.5293... Generator Loss: 3.6647
Epoch 2/2... Discriminator Loss: 0.5243... Generator Loss: 4.0465 Epoch 2/2... Discriminator Loss: 0.5650... Generator Loss: 3.3044 Epoch 2/2... Discriminator Loss: 0.5518... Generator Loss: 4.3383 Epoch 2/2... Discriminator Loss: 0.5464... Generator Loss: 3.6325 Epoch 2/2... Discriminator Loss: 0.5330... Generator Loss: 3.6255 Epoch 2/2... Discriminator Loss: 0.5203... Generator Loss: 3.7929 Epoch 2/2... Discriminator Loss: 0.5271... Generator Loss: 4.0197 Epoch 2/2... Discriminator Loss: 0.6007... Generator Loss: 4.3341 Epoch 2/2... Discriminator Loss: 0.5635... Generator Loss: 4.1268 Epoch 2/2... Discriminator Loss: 0.5170... Generator Loss: 3.7106
Epoch 2/2... Discriminator Loss: 0.5282... Generator Loss: 4.5757 Epoch 2/2... Discriminator Loss: 0.5298... Generator Loss: 3.7316 Epoch 2/2... Discriminator Loss: 0.5650... Generator Loss: 3.1558 Epoch 2/2... Discriminator Loss: 0.5288... Generator Loss: 3.6889 Epoch 2/2... Discriminator Loss: 0.5280... Generator Loss: 3.5975 Epoch 2/2... Discriminator Loss: 0.5458... Generator Loss: 3.4674 Epoch 2/2... Discriminator Loss: 0.5972... Generator Loss: 4.0158 Epoch 2/2... Discriminator Loss: 0.5462... Generator Loss: 3.7369 Epoch 2/2... Discriminator Loss: 0.5802... Generator Loss: 3.3328 Epoch 2/2... Discriminator Loss: 0.5406... Generator Loss: 3.4858
Epoch 2/2... Discriminator Loss: 0.5427... Generator Loss: 3.6790 Epoch 2/2... Discriminator Loss: 0.5535... Generator Loss: 4.5321 Epoch 2/2... Discriminator Loss: 0.8658... Generator Loss: 5.5545 Epoch 2/2... Discriminator Loss: 0.5334... Generator Loss: 3.6971 Epoch 2/2... Discriminator Loss: 0.5676... Generator Loss: 3.4714 Epoch 2/2... Discriminator Loss: 0.5519... Generator Loss: 3.5343 Epoch 2/2... Discriminator Loss: 0.6854... Generator Loss: 4.5448 Epoch 2/2... Discriminator Loss: 0.5345... Generator Loss: 3.6483 Epoch 2/2... Discriminator Loss: 0.5381... Generator Loss: 3.3731 Epoch 2/2... Discriminator Loss: 0.5254... Generator Loss: 3.7720
Epoch 2/2... Discriminator Loss: 0.6646... Generator Loss: 4.8492 Epoch 2/2... Discriminator Loss: 0.5503... Generator Loss: 3.3083 Epoch 2/2... Discriminator Loss: 0.6558... Generator Loss: 4.5892 Epoch 2/2... Discriminator Loss: 0.5512... Generator Loss: 3.1025 Epoch 2/2... Discriminator Loss: 0.5271... Generator Loss: 4.1315 Epoch 2/2... Discriminator Loss: 0.5317... Generator Loss: 3.2728 Epoch 2/2... Discriminator Loss: 0.5400... Generator Loss: 3.2952 Epoch 2/2... Discriminator Loss: 0.5232... Generator Loss: 4.0006 Epoch 2/2... Discriminator Loss: 0.5277... Generator Loss: 3.8096 Epoch 2/2... Discriminator Loss: 0.5294... Generator Loss: 3.2185
Epoch 2/2... Discriminator Loss: 0.5895... Generator Loss: 4.8840
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 16
z_dim = 100
learning_rate = 0.0006
beta1 = 0.2
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 0.8959... Generator Loss: 3.6278 Epoch 1/1... Discriminator Loss: 0.5792... Generator Loss: 4.1814 Epoch 1/1... Discriminator Loss: 0.8200... Generator Loss: 1.7328 Epoch 1/1... Discriminator Loss: 0.5150... Generator Loss: 3.7084 Epoch 1/1... Discriminator Loss: 0.4916... Generator Loss: 3.9821 Epoch 1/1... Discriminator Loss: 0.4974... Generator Loss: 3.6824 Epoch 1/1... Discriminator Loss: 0.4861... Generator Loss: 4.5574 Epoch 1/1... Discriminator Loss: 0.4830... Generator Loss: 3.9070 Epoch 1/1... Discriminator Loss: 0.4735... Generator Loss: 4.2722
Epoch 1/1... Discriminator Loss: 0.4650... Generator Loss: 4.8683 Epoch 1/1... Discriminator Loss: 0.4771... Generator Loss: 3.9373 Epoch 1/1... Discriminator Loss: 0.4784... Generator Loss: 4.0915 Epoch 1/1... Discriminator Loss: 0.4582... Generator Loss: 4.4008 Epoch 1/1... Discriminator Loss: 0.5643... Generator Loss: 2.5403 Epoch 1/1... Discriminator Loss: 0.5724... Generator Loss: 2.4821 Epoch 1/1... Discriminator Loss: 0.5151... Generator Loss: 3.4557 Epoch 1/1... Discriminator Loss: 0.5088... Generator Loss: 2.9693 Epoch 1/1... Discriminator Loss: 0.5330... Generator Loss: 3.9567 Epoch 1/1... Discriminator Loss: 0.7139... Generator Loss: 5.2019
Epoch 1/1... Discriminator Loss: 0.6410... Generator Loss: 5.0973 Epoch 1/1... Discriminator Loss: 0.5155... Generator Loss: 3.6518 Epoch 1/1... Discriminator Loss: 0.5253... Generator Loss: 3.4016 Epoch 1/1... Discriminator Loss: 0.6671... Generator Loss: 2.6993 Epoch 1/1... Discriminator Loss: 0.5157... Generator Loss: 3.4921 Epoch 1/1... Discriminator Loss: 0.5147... Generator Loss: 3.6413 Epoch 1/1... Discriminator Loss: 0.4813... Generator Loss: 3.3208 Epoch 1/1... Discriminator Loss: 0.6237... Generator Loss: 4.4010 Epoch 1/1... Discriminator Loss: 0.4896... Generator Loss: 3.3151 Epoch 1/1... Discriminator Loss: 0.6945... Generator Loss: 5.2552
Epoch 1/1... Discriminator Loss: 0.5370... Generator Loss: 4.3267 Epoch 1/1... Discriminator Loss: 0.5328... Generator Loss: 2.7930 Epoch 1/1... Discriminator Loss: 0.5056... Generator Loss: 3.2624 Epoch 1/1... Discriminator Loss: 0.5117... Generator Loss: 3.5025 Epoch 1/1... Discriminator Loss: 0.5164... Generator Loss: 3.4097 Epoch 1/1... Discriminator Loss: 0.5226... Generator Loss: 3.2213 Epoch 1/1... Discriminator Loss: 0.5681... Generator Loss: 2.5757 Epoch 1/1... Discriminator Loss: 0.5222... Generator Loss: 2.9461 Epoch 1/1... Discriminator Loss: 0.5704... Generator Loss: 4.0829 Epoch 1/1... Discriminator Loss: 0.5325... Generator Loss: 3.3833
Epoch 1/1... Discriminator Loss: 0.5695... Generator Loss: 4.0921 Epoch 1/1... Discriminator Loss: 0.9873... Generator Loss: 6.1446 Epoch 1/1... Discriminator Loss: 0.5415... Generator Loss: 2.4762 Epoch 1/1... Discriminator Loss: 0.5459... Generator Loss: 3.5573 Epoch 1/1... Discriminator Loss: 0.5548... Generator Loss: 3.6768 Epoch 1/1... Discriminator Loss: 0.5395... Generator Loss: 3.7861 Epoch 1/1... Discriminator Loss: 0.6040... Generator Loss: 2.7150 Epoch 1/1... Discriminator Loss: 1.0158... Generator Loss: 5.9828 Epoch 1/1... Discriminator Loss: 0.5339... Generator Loss: 2.6733 Epoch 1/1... Discriminator Loss: 0.5283... Generator Loss: 2.7176
Epoch 1/1... Discriminator Loss: 0.5729... Generator Loss: 2.3153 Epoch 1/1... Discriminator Loss: 0.5448... Generator Loss: 2.7892 Epoch 1/1... Discriminator Loss: 0.7485... Generator Loss: 1.8531 Epoch 1/1... Discriminator Loss: 0.5335... Generator Loss: 2.9484 Epoch 1/1... Discriminator Loss: 0.8711... Generator Loss: 4.9164 Epoch 1/1... Discriminator Loss: 0.5207... Generator Loss: 2.7042 Epoch 1/1... Discriminator Loss: 0.5575... Generator Loss: 2.4942 Epoch 1/1... Discriminator Loss: 0.5308... Generator Loss: 3.0852 Epoch 1/1... Discriminator Loss: 0.5394... Generator Loss: 3.0268 Epoch 1/1... Discriminator Loss: 0.5496... Generator Loss: 2.4802
Epoch 1/1... Discriminator Loss: 0.5160... Generator Loss: 2.5462 Epoch 1/1... Discriminator Loss: 0.5385... Generator Loss: 3.5051 Epoch 1/1... Discriminator Loss: 0.5471... Generator Loss: 2.4159 Epoch 1/1... Discriminator Loss: 0.5620... Generator Loss: 2.5071 Epoch 1/1... Discriminator Loss: 0.5717... Generator Loss: 2.5130 Epoch 1/1... Discriminator Loss: 0.5389... Generator Loss: 3.0670 Epoch 1/1... Discriminator Loss: 0.5292... Generator Loss: 3.2755 Epoch 1/1... Discriminator Loss: 0.5680... Generator Loss: 2.7361 Epoch 1/1... Discriminator Loss: 0.5628... Generator Loss: 3.8917 Epoch 1/1... Discriminator Loss: 0.5375... Generator Loss: 2.7423
Epoch 1/1... Discriminator Loss: 0.5648... Generator Loss: 2.8092 Epoch 1/1... Discriminator Loss: 0.5208... Generator Loss: 2.8177 Epoch 1/1... Discriminator Loss: 0.5333... Generator Loss: 3.1625 Epoch 1/1... Discriminator Loss: 0.5385... Generator Loss: 3.9560 Epoch 1/1... Discriminator Loss: 0.5288... Generator Loss: 2.9408 Epoch 1/1... Discriminator Loss: 0.5614... Generator Loss: 2.4451 Epoch 1/1... Discriminator Loss: 0.5501... Generator Loss: 3.6566 Epoch 1/1... Discriminator Loss: 0.5398... Generator Loss: 3.4950 Epoch 1/1... Discriminator Loss: 0.5303... Generator Loss: 2.9648 Epoch 1/1... Discriminator Loss: 0.5680... Generator Loss: 2.4651
Epoch 1/1... Discriminator Loss: 0.5559... Generator Loss: 2.3827 Epoch 1/1... Discriminator Loss: 0.5091... Generator Loss: 3.0505 Epoch 1/1... Discriminator Loss: 0.5410... Generator Loss: 2.9456 Epoch 1/1... Discriminator Loss: 0.5781... Generator Loss: 2.3701 Epoch 1/1... Discriminator Loss: 0.5145... Generator Loss: 2.7550 Epoch 1/1... Discriminator Loss: 0.5328... Generator Loss: 2.2721 Epoch 1/1... Discriminator Loss: 0.5700... Generator Loss: 2.4613 Epoch 1/1... Discriminator Loss: 0.5674... Generator Loss: 2.5288 Epoch 1/1... Discriminator Loss: 0.5452... Generator Loss: 2.6119 Epoch 1/1... Discriminator Loss: 0.6297... Generator Loss: 4.0412
Epoch 1/1... Discriminator Loss: 0.5312... Generator Loss: 2.6895 Epoch 1/1... Discriminator Loss: 0.5148... Generator Loss: 2.8668 Epoch 1/1... Discriminator Loss: 0.6318... Generator Loss: 2.3776 Epoch 1/1... Discriminator Loss: 0.5376... Generator Loss: 2.6848 Epoch 1/1... Discriminator Loss: 0.5575... Generator Loss: 2.1999 Epoch 1/1... Discriminator Loss: 0.5590... Generator Loss: 2.5374 Epoch 1/1... Discriminator Loss: 0.5569... Generator Loss: 2.9384 Epoch 1/1... Discriminator Loss: 0.5417... Generator Loss: 2.5073 Epoch 1/1... Discriminator Loss: 0.5325... Generator Loss: 2.9616 Epoch 1/1... Discriminator Loss: 0.5275... Generator Loss: 2.8082
Epoch 1/1... Discriminator Loss: 0.5523... Generator Loss: 2.3089 Epoch 1/1... Discriminator Loss: 0.5646... Generator Loss: 3.1570 Epoch 1/1... Discriminator Loss: 0.5353... Generator Loss: 2.8794 Epoch 1/1... Discriminator Loss: 0.5372... Generator Loss: 2.6435 Epoch 1/1... Discriminator Loss: 0.5341... Generator Loss: 3.4261 Epoch 1/1... Discriminator Loss: 0.5238... Generator Loss: 3.0314 Epoch 1/1... Discriminator Loss: 0.5536... Generator Loss: 2.5149 Epoch 1/1... Discriminator Loss: 0.5463... Generator Loss: 2.5979 Epoch 1/1... Discriminator Loss: 0.5153... Generator Loss: 3.0004 Epoch 1/1... Discriminator Loss: 0.5372... Generator Loss: 2.6700
Epoch 1/1... Discriminator Loss: 0.5370... Generator Loss: 3.1697 Epoch 1/1... Discriminator Loss: 0.5543... Generator Loss: 3.5294 Epoch 1/1... Discriminator Loss: 0.5249... Generator Loss: 2.8817 Epoch 1/1... Discriminator Loss: 0.5318... Generator Loss: 2.7344 Epoch 1/1... Discriminator Loss: 0.5415... Generator Loss: 2.5528 Epoch 1/1... Discriminator Loss: 0.5609... Generator Loss: 3.0377 Epoch 1/1... Discriminator Loss: 0.5506... Generator Loss: 2.7435 Epoch 1/1... Discriminator Loss: 0.5328... Generator Loss: 2.4670 Epoch 1/1... Discriminator Loss: 0.5269... Generator Loss: 3.3815 Epoch 1/1... Discriminator Loss: 0.5311... Generator Loss: 3.1941
Epoch 1/1... Discriminator Loss: 0.6655... Generator Loss: 3.9752 Epoch 1/1... Discriminator Loss: 0.5343... Generator Loss: 2.3753 Epoch 1/1... Discriminator Loss: 0.5243... Generator Loss: 2.6953 Epoch 1/1... Discriminator Loss: 0.5106... Generator Loss: 3.1382 Epoch 1/1... Discriminator Loss: 0.5228... Generator Loss: 2.6256 Epoch 1/1... Discriminator Loss: 0.5319... Generator Loss: 3.0225 Epoch 1/1... Discriminator Loss: 0.5398... Generator Loss: 3.3074 Epoch 1/1... Discriminator Loss: 0.5164... Generator Loss: 2.9127 Epoch 1/1... Discriminator Loss: 0.5777... Generator Loss: 3.9604 Epoch 1/1... Discriminator Loss: 0.5892... Generator Loss: 3.7568
Epoch 1/1... Discriminator Loss: 0.5290... Generator Loss: 2.9249 Epoch 1/1... Discriminator Loss: 0.5520... Generator Loss: 2.8589 Epoch 1/1... Discriminator Loss: 0.5351... Generator Loss: 2.9946 Epoch 1/1... Discriminator Loss: 0.5494... Generator Loss: 2.6349 Epoch 1/1... Discriminator Loss: 0.5220... Generator Loss: 2.6657 Epoch 1/1... Discriminator Loss: 0.5313... Generator Loss: 2.5526 Epoch 1/1... Discriminator Loss: 0.5361... Generator Loss: 2.6193 Epoch 1/1... Discriminator Loss: 0.5191... Generator Loss: 3.0231 Epoch 1/1... Discriminator Loss: 0.5507... Generator Loss: 2.6496 Epoch 1/1... Discriminator Loss: 0.5278... Generator Loss: 3.0281
Epoch 1/1... Discriminator Loss: 0.5467... Generator Loss: 2.3401 Epoch 1/1... Discriminator Loss: 0.5307... Generator Loss: 3.0503 Epoch 1/1... Discriminator Loss: 0.5098... Generator Loss: 2.9119 Epoch 1/1... Discriminator Loss: 0.5168... Generator Loss: 2.8443 Epoch 1/1... Discriminator Loss: 0.5452... Generator Loss: 2.3879 Epoch 1/1... Discriminator Loss: 0.5140... Generator Loss: 2.9292 Epoch 1/1... Discriminator Loss: 0.5443... Generator Loss: 2.3284 Epoch 1/1... Discriminator Loss: 0.5366... Generator Loss: 2.6061 Epoch 1/1... Discriminator Loss: 0.5250... Generator Loss: 2.9165 Epoch 1/1... Discriminator Loss: 0.5381... Generator Loss: 2.4106
Epoch 1/1... Discriminator Loss: 0.5323... Generator Loss: 3.3129 Epoch 1/1... Discriminator Loss: 0.5322... Generator Loss: 2.7112 Epoch 1/1... Discriminator Loss: 0.5368... Generator Loss: 2.4154 Epoch 1/1... Discriminator Loss: 0.5423... Generator Loss: 2.7960 Epoch 1/1... Discriminator Loss: 0.5340... Generator Loss: 3.3310 Epoch 1/1... Discriminator Loss: 0.5660... Generator Loss: 3.6785 Epoch 1/1... Discriminator Loss: 0.5185... Generator Loss: 2.7537 Epoch 1/1... Discriminator Loss: 0.5563... Generator Loss: 2.4373 Epoch 1/1... Discriminator Loss: 0.5387... Generator Loss: 3.2672 Epoch 1/1... Discriminator Loss: 0.5552... Generator Loss: 2.2597
Epoch 1/1... Discriminator Loss: 0.5243... Generator Loss: 2.9000 Epoch 1/1... Discriminator Loss: 0.5246... Generator Loss: 2.7763 Epoch 1/1... Discriminator Loss: 0.5128... Generator Loss: 3.0011 Epoch 1/1... Discriminator Loss: 0.6793... Generator Loss: 3.9481 Epoch 1/1... Discriminator Loss: 0.5228... Generator Loss: 2.6342 Epoch 1/1... Discriminator Loss: 0.5247... Generator Loss: 2.6774 Epoch 1/1... Discriminator Loss: 0.5270... Generator Loss: 2.6212 Epoch 1/1... Discriminator Loss: 0.5544... Generator Loss: 2.4095 Epoch 1/1... Discriminator Loss: 0.5312... Generator Loss: 2.7006 Epoch 1/1... Discriminator Loss: 0.5110... Generator Loss: 2.9147
Epoch 1/1... Discriminator Loss: 0.5173... Generator Loss: 3.0980 Epoch 1/1... Discriminator Loss: 0.5262... Generator Loss: 3.1525 Epoch 1/1... Discriminator Loss: 0.5193... Generator Loss: 2.5418 Epoch 1/1... Discriminator Loss: 0.5292... Generator Loss: 2.8121 Epoch 1/1... Discriminator Loss: 0.5208... Generator Loss: 2.8329 Epoch 1/1... Discriminator Loss: 0.5144... Generator Loss: 2.8982 Epoch 1/1... Discriminator Loss: 0.5234... Generator Loss: 2.6995 Epoch 1/1... Discriminator Loss: 0.5216... Generator Loss: 3.0265 Epoch 1/1... Discriminator Loss: 0.5433... Generator Loss: 2.4833 Epoch 1/1... Discriminator Loss: 0.5467... Generator Loss: 2.8269
Epoch 1/1... Discriminator Loss: 0.5529... Generator Loss: 2.9408 Epoch 1/1... Discriminator Loss: 0.5566... Generator Loss: 3.6686 Epoch 1/1... Discriminator Loss: 0.5652... Generator Loss: 2.2969 Epoch 1/1... Discriminator Loss: 0.5185... Generator Loss: 2.7046 Epoch 1/1... Discriminator Loss: 0.5324... Generator Loss: 2.6365 Epoch 1/1... Discriminator Loss: 0.5346... Generator Loss: 2.4596 Epoch 1/1... Discriminator Loss: 0.5456... Generator Loss: 2.3046 Epoch 1/1... Discriminator Loss: 0.5327... Generator Loss: 3.0717 Epoch 1/1... Discriminator Loss: 0.5130... Generator Loss: 2.8644 Epoch 1/1... Discriminator Loss: 0.5511... Generator Loss: 2.4413
Epoch 1/1... Discriminator Loss: 0.5240... Generator Loss: 2.9519 Epoch 1/1... Discriminator Loss: 0.5220... Generator Loss: 3.2055 Epoch 1/1... Discriminator Loss: 0.5176... Generator Loss: 2.9413 Epoch 1/1... Discriminator Loss: 0.5195... Generator Loss: 2.6975 Epoch 1/1... Discriminator Loss: 0.5272... Generator Loss: 2.4614 Epoch 1/1... Discriminator Loss: 0.5221... Generator Loss: 2.6742 Epoch 1/1... Discriminator Loss: 0.5357... Generator Loss: 2.9252 Epoch 1/1... Discriminator Loss: 0.5372... Generator Loss: 2.7151 Epoch 1/1... Discriminator Loss: 0.5368... Generator Loss: 2.6660 Epoch 1/1... Discriminator Loss: 0.5768... Generator Loss: 2.3047
Epoch 1/1... Discriminator Loss: 0.5107... Generator Loss: 2.6935 Epoch 1/1... Discriminator Loss: 0.5232... Generator Loss: 2.7346 Epoch 1/1... Discriminator Loss: 0.5476... Generator Loss: 2.5350 Epoch 1/1... Discriminator Loss: 0.5062... Generator Loss: 3.0509 Epoch 1/1... Discriminator Loss: 0.5376... Generator Loss: 2.5744 Epoch 1/1... Discriminator Loss: 0.5308... Generator Loss: 3.0555 Epoch 1/1... Discriminator Loss: 0.5130... Generator Loss: 2.7042 Epoch 1/1... Discriminator Loss: 0.5328... Generator Loss: 2.7085 Epoch 1/1... Discriminator Loss: 0.5208... Generator Loss: 2.6872 Epoch 1/1... Discriminator Loss: 0.5317... Generator Loss: 2.8099
Epoch 1/1... Discriminator Loss: 0.5231... Generator Loss: 2.6804 Epoch 1/1... Discriminator Loss: 0.5322... Generator Loss: 2.9482 Epoch 1/1... Discriminator Loss: 0.5270... Generator Loss: 2.7514 Epoch 1/1... Discriminator Loss: 0.5344... Generator Loss: 3.1535 Epoch 1/1... Discriminator Loss: 0.6879... Generator Loss: 4.4061 Epoch 1/1... Discriminator Loss: 0.5340... Generator Loss: 2.7257 Epoch 1/1... Discriminator Loss: 0.6476... Generator Loss: 4.0506 Epoch 1/1... Discriminator Loss: 0.5254... Generator Loss: 2.7039 Epoch 1/1... Discriminator Loss: 0.5243... Generator Loss: 2.9873 Epoch 1/1... Discriminator Loss: 0.5447... Generator Loss: 3.4563
Epoch 1/1... Discriminator Loss: 0.5778... Generator Loss: 4.2029 Epoch 1/1... Discriminator Loss: 0.5540... Generator Loss: 3.4343 Epoch 1/1... Discriminator Loss: 0.5406... Generator Loss: 2.8126 Epoch 1/1... Discriminator Loss: 0.5785... Generator Loss: 2.3194 Epoch 1/1... Discriminator Loss: 0.5220... Generator Loss: 2.7446 Epoch 1/1... Discriminator Loss: 0.5273... Generator Loss: 2.4297 Epoch 1/1... Discriminator Loss: 0.5340... Generator Loss: 2.5075 Epoch 1/1... Discriminator Loss: 0.5284... Generator Loss: 2.9991 Epoch 1/1... Discriminator Loss: 0.5065... Generator Loss: 3.0243 Epoch 1/1... Discriminator Loss: 0.5591... Generator Loss: 3.7493
Epoch 1/1... Discriminator Loss: 0.5382... Generator Loss: 2.6053 Epoch 1/1... Discriminator Loss: 0.5202... Generator Loss: 2.7202 Epoch 1/1... Discriminator Loss: 0.5209... Generator Loss: 3.3642 Epoch 1/1... Discriminator Loss: 0.5213... Generator Loss: 2.9526 Epoch 1/1... Discriminator Loss: 0.5954... Generator Loss: 4.0089 Epoch 1/1... Discriminator Loss: 0.5537... Generator Loss: 2.4232 Epoch 1/1... Discriminator Loss: 0.6223... Generator Loss: 3.7049 Epoch 1/1... Discriminator Loss: 0.5293... Generator Loss: 2.4750 Epoch 1/1... Discriminator Loss: 0.5429... Generator Loss: 2.4366 Epoch 1/1... Discriminator Loss: 0.5088... Generator Loss: 2.7148
Epoch 1/1... Discriminator Loss: 0.5193... Generator Loss: 3.3580 Epoch 1/1... Discriminator Loss: 0.5088... Generator Loss: 2.7750 Epoch 1/1... Discriminator Loss: 0.5220... Generator Loss: 3.0239 Epoch 1/1... Discriminator Loss: 0.5425... Generator Loss: 2.9983 Epoch 1/1... Discriminator Loss: 0.5892... Generator Loss: 2.1979 Epoch 1/1... Discriminator Loss: 0.5837... Generator Loss: 3.5439 Epoch 1/1... Discriminator Loss: 0.5453... Generator Loss: 2.4565 Epoch 1/1... Discriminator Loss: 0.6448... Generator Loss: 3.9252 Epoch 1/1... Discriminator Loss: 0.5166... Generator Loss: 2.9794 Epoch 1/1... Discriminator Loss: 0.5738... Generator Loss: 3.7005
Epoch 1/1... Discriminator Loss: 0.5303... Generator Loss: 2.8555 Epoch 1/1... Discriminator Loss: 0.6222... Generator Loss: 4.0141 Epoch 1/1... Discriminator Loss: 0.5290... Generator Loss: 2.5397 Epoch 1/1... Discriminator Loss: 0.5580... Generator Loss: 2.3820 Epoch 1/1... Discriminator Loss: 0.5507... Generator Loss: 2.4763 Epoch 1/1... Discriminator Loss: 0.5457... Generator Loss: 3.0059 Epoch 1/1... Discriminator Loss: 0.5238... Generator Loss: 2.8538 Epoch 1/1... Discriminator Loss: 0.5268... Generator Loss: 3.0277 Epoch 1/1... Discriminator Loss: 0.5576... Generator Loss: 2.3322 Epoch 1/1... Discriminator Loss: 0.5241... Generator Loss: 2.6027
Epoch 1/1... Discriminator Loss: 0.5460... Generator Loss: 3.7308 Epoch 1/1... Discriminator Loss: 0.5447... Generator Loss: 3.5081 Epoch 1/1... Discriminator Loss: 0.5282... Generator Loss: 3.0315 Epoch 1/1... Discriminator Loss: 0.5208... Generator Loss: 2.6459 Epoch 1/1... Discriminator Loss: 0.5333... Generator Loss: 2.6112 Epoch 1/1... Discriminator Loss: 0.5243... Generator Loss: 3.5814 Epoch 1/1... Discriminator Loss: 0.5186... Generator Loss: 2.8267 Epoch 1/1... Discriminator Loss: 0.5240... Generator Loss: 2.8945 Epoch 1/1... Discriminator Loss: 0.5167... Generator Loss: 2.9332 Epoch 1/1... Discriminator Loss: 0.5445... Generator Loss: 2.5254
Epoch 1/1... Discriminator Loss: 0.5116... Generator Loss: 3.2102 Epoch 1/1... Discriminator Loss: 0.5090... Generator Loss: 3.3530 Epoch 1/1... Discriminator Loss: 0.5278... Generator Loss: 2.8920 Epoch 1/1... Discriminator Loss: 0.5119... Generator Loss: 3.0916 Epoch 1/1... Discriminator Loss: 0.5422... Generator Loss: 3.5561 Epoch 1/1... Discriminator Loss: 0.5408... Generator Loss: 2.5829 Epoch 1/1... Discriminator Loss: 0.5256... Generator Loss: 2.6112 Epoch 1/1... Discriminator Loss: 0.5565... Generator Loss: 2.4060 Epoch 1/1... Discriminator Loss: 0.4979... Generator Loss: 3.0815 Epoch 1/1... Discriminator Loss: 0.5443... Generator Loss: 2.4841
Epoch 1/1... Discriminator Loss: 0.5155... Generator Loss: 2.8222 Epoch 1/1... Discriminator Loss: 0.5967... Generator Loss: 4.0164 Epoch 1/1... Discriminator Loss: 0.5271... Generator Loss: 2.9065 Epoch 1/1... Discriminator Loss: 0.5282... Generator Loss: 2.9056 Epoch 1/1... Discriminator Loss: 0.5098... Generator Loss: 3.1590 Epoch 1/1... Discriminator Loss: 0.5154... Generator Loss: 3.5231 Epoch 1/1... Discriminator Loss: 0.5178... Generator Loss: 2.8916 Epoch 1/1... Discriminator Loss: 0.5138... Generator Loss: 2.8831 Epoch 1/1... Discriminator Loss: 0.5172... Generator Loss: 3.1375 Epoch 1/1... Discriminator Loss: 0.5908... Generator Loss: 4.2143
Epoch 1/1... Discriminator Loss: 0.5225... Generator Loss: 3.2658 Epoch 1/1... Discriminator Loss: 0.5548... Generator Loss: 3.4700 Epoch 1/1... Discriminator Loss: 0.5141... Generator Loss: 2.7960 Epoch 1/1... Discriminator Loss: 0.5156... Generator Loss: 2.9836 Epoch 1/1... Discriminator Loss: 0.5326... Generator Loss: 2.4499 Epoch 1/1... Discriminator Loss: 0.5278... Generator Loss: 2.6359 Epoch 1/1... Discriminator Loss: 0.5363... Generator Loss: 2.5983 Epoch 1/1... Discriminator Loss: 0.5106... Generator Loss: 3.3772 Epoch 1/1... Discriminator Loss: 0.5504... Generator Loss: 3.4011 Epoch 1/1... Discriminator Loss: 0.5823... Generator Loss: 3.5366
Epoch 1/1... Discriminator Loss: 0.5410... Generator Loss: 3.4262 Epoch 1/1... Discriminator Loss: 0.5309... Generator Loss: 2.4393 Epoch 1/1... Discriminator Loss: 0.5668... Generator Loss: 3.5780 Epoch 1/1... Discriminator Loss: 0.5300... Generator Loss: 2.8582 Epoch 1/1... Discriminator Loss: 0.5237... Generator Loss: 2.6420 Epoch 1/1... Discriminator Loss: 0.5020... Generator Loss: 2.8316 Epoch 1/1... Discriminator Loss: 0.5205... Generator Loss: 2.6059 Epoch 1/1... Discriminator Loss: 0.5359... Generator Loss: 2.5271 Epoch 1/1... Discriminator Loss: 0.5444... Generator Loss: 2.6026 Epoch 1/1... Discriminator Loss: 0.5880... Generator Loss: 2.2249
Epoch 1/1... Discriminator Loss: 0.5224... Generator Loss: 2.4734 Epoch 1/1... Discriminator Loss: 0.4971... Generator Loss: 3.0735 Epoch 1/1... Discriminator Loss: 0.5267... Generator Loss: 2.8767 Epoch 1/1... Discriminator Loss: 0.5102... Generator Loss: 2.9390 Epoch 1/1... Discriminator Loss: 0.5098... Generator Loss: 2.6636 Epoch 1/1... Discriminator Loss: 0.5587... Generator Loss: 2.3237 Epoch 1/1... Discriminator Loss: 0.5212... Generator Loss: 3.0495 Epoch 1/1... Discriminator Loss: 0.5192... Generator Loss: 2.7774 Epoch 1/1... Discriminator Loss: 0.5277... Generator Loss: 3.3458 Epoch 1/1... Discriminator Loss: 0.5015... Generator Loss: 3.2056
Epoch 1/1... Discriminator Loss: 0.5286... Generator Loss: 3.5593 Epoch 1/1... Discriminator Loss: 0.5148... Generator Loss: 3.4860 Epoch 1/1... Discriminator Loss: 0.5495... Generator Loss: 2.4943 Epoch 1/1... Discriminator Loss: 0.5245... Generator Loss: 2.3649 Epoch 1/1... Discriminator Loss: 0.5482... Generator Loss: 2.4804 Epoch 1/1... Discriminator Loss: 0.5127... Generator Loss: 3.0747 Epoch 1/1... Discriminator Loss: 0.5162... Generator Loss: 3.1859 Epoch 1/1... Discriminator Loss: 0.5135... Generator Loss: 2.7943 Epoch 1/1... Discriminator Loss: 0.5258... Generator Loss: 2.4553 Epoch 1/1... Discriminator Loss: 0.5242... Generator Loss: 2.8514
Epoch 1/1... Discriminator Loss: 0.5900... Generator Loss: 4.2021 Epoch 1/1... Discriminator Loss: 0.5262... Generator Loss: 2.3867 Epoch 1/1... Discriminator Loss: 0.6107... Generator Loss: 4.1727 Epoch 1/1... Discriminator Loss: 0.5171... Generator Loss: 2.8730 Epoch 1/1... Discriminator Loss: 0.5152... Generator Loss: 2.7720 Epoch 1/1... Discriminator Loss: 0.5148... Generator Loss: 3.3598 Epoch 1/1... Discriminator Loss: 0.5694... Generator Loss: 2.1224 Epoch 1/1... Discriminator Loss: 0.5081... Generator Loss: 2.8300 Epoch 1/1... Discriminator Loss: 0.5029... Generator Loss: 3.1942 Epoch 1/1... Discriminator Loss: 0.5108... Generator Loss: 2.7917
Epoch 1/1... Discriminator Loss: 0.5413... Generator Loss: 2.7113 Epoch 1/1... Discriminator Loss: 0.5285... Generator Loss: 2.8040 Epoch 1/1... Discriminator Loss: 0.5518... Generator Loss: 2.4070 Epoch 1/1... Discriminator Loss: 0.5137... Generator Loss: 3.6257 Epoch 1/1... Discriminator Loss: 0.4944... Generator Loss: 3.0708 Epoch 1/1... Discriminator Loss: 0.5136... Generator Loss: 2.8393 Epoch 1/1... Discriminator Loss: 0.5235... Generator Loss: 2.5167 Epoch 1/1... Discriminator Loss: 0.5914... Generator Loss: 2.4267 Epoch 1/1... Discriminator Loss: 0.5196... Generator Loss: 2.6303 Epoch 1/1... Discriminator Loss: 0.5452... Generator Loss: 2.4936
Epoch 1/1... Discriminator Loss: 0.5084... Generator Loss: 3.0915 Epoch 1/1... Discriminator Loss: 0.5222... Generator Loss: 2.9837 Epoch 1/1... Discriminator Loss: 0.5219... Generator Loss: 2.6314 Epoch 1/1... Discriminator Loss: 0.5691... Generator Loss: 3.8401 Epoch 1/1... Discriminator Loss: 0.5058... Generator Loss: 2.6997 Epoch 1/1... Discriminator Loss: 0.5777... Generator Loss: 2.3521 Epoch 1/1... Discriminator Loss: 0.5064... Generator Loss: 2.9938 Epoch 1/1... Discriminator Loss: 0.4967... Generator Loss: 2.8912 Epoch 1/1... Discriminator Loss: 0.5658... Generator Loss: 2.4092 Epoch 1/1... Discriminator Loss: 0.5206... Generator Loss: 3.2321
Epoch 1/1... Discriminator Loss: 0.5213... Generator Loss: 3.3433 Epoch 1/1... Discriminator Loss: 0.5256... Generator Loss: 3.1294 Epoch 1/1... Discriminator Loss: 0.5381... Generator Loss: 2.5371 Epoch 1/1... Discriminator Loss: 0.5138... Generator Loss: 2.8090 Epoch 1/1... Discriminator Loss: 0.5023... Generator Loss: 3.2018 Epoch 1/1... Discriminator Loss: 0.5374... Generator Loss: 3.4636 Epoch 1/1... Discriminator Loss: 0.5518... Generator Loss: 3.4661 Epoch 1/1... Discriminator Loss: 0.5158... Generator Loss: 2.9461 Epoch 1/1... Discriminator Loss: 0.5202... Generator Loss: 3.4603 Epoch 1/1... Discriminator Loss: 0.5280... Generator Loss: 3.4442
Epoch 1/1... Discriminator Loss: 0.5219... Generator Loss: 3.1986 Epoch 1/1... Discriminator Loss: 0.5154... Generator Loss: 2.8957 Epoch 1/1... Discriminator Loss: 0.5126... Generator Loss: 2.6682 Epoch 1/1... Discriminator Loss: 0.4994... Generator Loss: 3.0024 Epoch 1/1... Discriminator Loss: 0.5189... Generator Loss: 3.1150 Epoch 1/1... Discriminator Loss: 0.5393... Generator Loss: 2.4305 Epoch 1/1... Discriminator Loss: 0.5268... Generator Loss: 2.9111 Epoch 1/1... Discriminator Loss: 0.5317... Generator Loss: 3.3502 Epoch 1/1... Discriminator Loss: 0.5300... Generator Loss: 3.7451 Epoch 1/1... Discriminator Loss: 0.5018... Generator Loss: 3.2946
Epoch 1/1... Discriminator Loss: 0.5170... Generator Loss: 3.1109 Epoch 1/1... Discriminator Loss: 0.5305... Generator Loss: 2.5261 Epoch 1/1... Discriminator Loss: 0.5426... Generator Loss: 2.5427 Epoch 1/1... Discriminator Loss: 0.5203... Generator Loss: 2.9365 Epoch 1/1... Discriminator Loss: 0.5468... Generator Loss: 3.5890 Epoch 1/1... Discriminator Loss: 0.5473... Generator Loss: 2.3805 Epoch 1/1... Discriminator Loss: 0.5191... Generator Loss: 3.3450 Epoch 1/1... Discriminator Loss: 0.6142... Generator Loss: 2.1867 Epoch 1/1... Discriminator Loss: 0.5171... Generator Loss: 3.1037 Epoch 1/1... Discriminator Loss: 0.5066... Generator Loss: 3.0800
Epoch 1/1... Discriminator Loss: 0.5985... Generator Loss: 2.1865 Epoch 1/1... Discriminator Loss: 0.5202... Generator Loss: 2.8728 Epoch 1/1... Discriminator Loss: 0.5566... Generator Loss: 2.3802 Epoch 1/1... Discriminator Loss: 0.5517... Generator Loss: 3.6172 Epoch 1/1... Discriminator Loss: 0.5324... Generator Loss: 2.6825 Epoch 1/1... Discriminator Loss: 0.5390... Generator Loss: 3.2315 Epoch 1/1... Discriminator Loss: 0.4992... Generator Loss: 2.9003 Epoch 1/1... Discriminator Loss: 0.5849... Generator Loss: 3.9632 Epoch 1/1... Discriminator Loss: 0.5381... Generator Loss: 2.4667 Epoch 1/1... Discriminator Loss: 0.5291... Generator Loss: 2.6650
Epoch 1/1... Discriminator Loss: 0.5099... Generator Loss: 2.7838 Epoch 1/1... Discriminator Loss: 0.5475... Generator Loss: 2.4990 Epoch 1/1... Discriminator Loss: 0.5334... Generator Loss: 2.7683 Epoch 1/1... Discriminator Loss: 0.5085... Generator Loss: 2.9397 Epoch 1/1... Discriminator Loss: 0.5022... Generator Loss: 3.0248 Epoch 1/1... Discriminator Loss: 0.5353... Generator Loss: 3.3107 Epoch 1/1... Discriminator Loss: 0.6196... Generator Loss: 4.0610 Epoch 1/1... Discriminator Loss: 0.5133... Generator Loss: 2.8130 Epoch 1/1... Discriminator Loss: 0.5009... Generator Loss: 3.0282 Epoch 1/1... Discriminator Loss: 0.5108... Generator Loss: 2.8799
Epoch 1/1... Discriminator Loss: 0.5236... Generator Loss: 2.8383 Epoch 1/1... Discriminator Loss: 0.5141... Generator Loss: 2.7873 Epoch 1/1... Discriminator Loss: 0.5074... Generator Loss: 2.8587 Epoch 1/1... Discriminator Loss: 0.4996... Generator Loss: 3.1199 Epoch 1/1... Discriminator Loss: 0.5187... Generator Loss: 3.4244 Epoch 1/1... Discriminator Loss: 0.5171... Generator Loss: 2.8208 Epoch 1/1... Discriminator Loss: 0.5243... Generator Loss: 3.1339 Epoch 1/1... Discriminator Loss: 0.5028... Generator Loss: 2.9071 Epoch 1/1... Discriminator Loss: 0.5123... Generator Loss: 3.2940 Epoch 1/1... Discriminator Loss: 0.5169... Generator Loss: 2.8443
Epoch 1/1... Discriminator Loss: 0.5211... Generator Loss: 2.6875 Epoch 1/1... Discriminator Loss: 0.5468... Generator Loss: 2.4922 Epoch 1/1... Discriminator Loss: 0.5258... Generator Loss: 2.6599 Epoch 1/1... Discriminator Loss: 0.5569... Generator Loss: 2.2285 Epoch 1/1... Discriminator Loss: 0.5131... Generator Loss: 2.8289 Epoch 1/1... Discriminator Loss: 0.5074... Generator Loss: 3.1718 Epoch 1/1... Discriminator Loss: 0.5104... Generator Loss: 3.4714 Epoch 1/1... Discriminator Loss: 0.5149... Generator Loss: 3.0285 Epoch 1/1... Discriminator Loss: 0.5114... Generator Loss: 2.9085 Epoch 1/1... Discriminator Loss: 0.5574... Generator Loss: 2.3359
Epoch 1/1... Discriminator Loss: 0.5120... Generator Loss: 2.6934 Epoch 1/1... Discriminator Loss: 0.5695... Generator Loss: 2.5430 Epoch 1/1... Discriminator Loss: 0.5109... Generator Loss: 2.6774 Epoch 1/1... Discriminator Loss: 0.5596... Generator Loss: 2.4444 Epoch 1/1... Discriminator Loss: 0.5346... Generator Loss: 3.0643 Epoch 1/1... Discriminator Loss: 0.5502... Generator Loss: 2.5204 Epoch 1/1... Discriminator Loss: 0.5564... Generator Loss: 3.5304 Epoch 1/1... Discriminator Loss: 0.5211... Generator Loss: 2.7004 Epoch 1/1... Discriminator Loss: 0.5019... Generator Loss: 2.9676 Epoch 1/1... Discriminator Loss: 0.5215... Generator Loss: 3.3326
Epoch 1/1... Discriminator Loss: 0.5294... Generator Loss: 3.6208 Epoch 1/1... Discriminator Loss: 0.5247... Generator Loss: 2.7592 Epoch 1/1... Discriminator Loss: 0.5254... Generator Loss: 3.4710 Epoch 1/1... Discriminator Loss: 0.5128... Generator Loss: 3.2387 Epoch 1/1... Discriminator Loss: 0.5188... Generator Loss: 3.2968 Epoch 1/1... Discriminator Loss: 0.5604... Generator Loss: 2.5039 Epoch 1/1... Discriminator Loss: 0.5265... Generator Loss: 3.5347 Epoch 1/1... Discriminator Loss: 0.6075... Generator Loss: 3.9427 Epoch 1/1... Discriminator Loss: 0.5280... Generator Loss: 3.1274 Epoch 1/1... Discriminator Loss: 0.5231... Generator Loss: 2.6320
Epoch 1/1... Discriminator Loss: 0.5913... Generator Loss: 3.9413 Epoch 1/1... Discriminator Loss: 0.5908... Generator Loss: 2.3476 Epoch 1/1... Discriminator Loss: 0.5107... Generator Loss: 3.0846 Epoch 1/1... Discriminator Loss: 0.5181... Generator Loss: 3.2954 Epoch 1/1... Discriminator Loss: 0.5252... Generator Loss: 2.8327 Epoch 1/1... Discriminator Loss: 0.4887... Generator Loss: 3.2043 Epoch 1/1... Discriminator Loss: 0.5707... Generator Loss: 4.1799 Epoch 1/1... Discriminator Loss: 0.5273... Generator Loss: 2.6123 Epoch 1/1... Discriminator Loss: 0.4970... Generator Loss: 3.2666 Epoch 1/1... Discriminator Loss: 0.5036... Generator Loss: 3.0513
Epoch 1/1... Discriminator Loss: 0.5409... Generator Loss: 3.8164 Epoch 1/1... Discriminator Loss: 0.5510... Generator Loss: 2.5173 Epoch 1/1... Discriminator Loss: 0.4869... Generator Loss: 3.4880 Epoch 1/1... Discriminator Loss: 0.5160... Generator Loss: 2.9348 Epoch 1/1... Discriminator Loss: 0.5079... Generator Loss: 2.6530 Epoch 1/1... Discriminator Loss: 0.5275... Generator Loss: 2.8679 Epoch 1/1... Discriminator Loss: 0.5101... Generator Loss: 2.8898 Epoch 1/1... Discriminator Loss: 0.5170... Generator Loss: 2.8476 Epoch 1/1... Discriminator Loss: 0.5348... Generator Loss: 3.8609 Epoch 1/1... Discriminator Loss: 0.5618... Generator Loss: 2.6709
Epoch 1/1... Discriminator Loss: 0.5881... Generator Loss: 2.3019 Epoch 1/1... Discriminator Loss: 0.5246... Generator Loss: 2.5885 Epoch 1/1... Discriminator Loss: 0.5224... Generator Loss: 3.5043 Epoch 1/1... Discriminator Loss: 0.5209... Generator Loss: 2.8383 Epoch 1/1... Discriminator Loss: 0.5605... Generator Loss: 2.4005 Epoch 1/1... Discriminator Loss: 0.5071... Generator Loss: 3.3145 Epoch 1/1... Discriminator Loss: 0.5902... Generator Loss: 2.2462 Epoch 1/1... Discriminator Loss: 0.5593... Generator Loss: 3.5563 Epoch 1/1... Discriminator Loss: 0.5357... Generator Loss: 2.5856 Epoch 1/1... Discriminator Loss: 0.5309... Generator Loss: 2.7586
Epoch 1/1... Discriminator Loss: 0.5054... Generator Loss: 2.9284 Epoch 1/1... Discriminator Loss: 0.4962... Generator Loss: 3.5574 Epoch 1/1... Discriminator Loss: 0.4980... Generator Loss: 3.1901 Epoch 1/1... Discriminator Loss: 0.4956... Generator Loss: 3.0522 Epoch 1/1... Discriminator Loss: 0.5644... Generator Loss: 2.4400 Epoch 1/1... Discriminator Loss: 0.5029... Generator Loss: 3.3783 Epoch 1/1... Discriminator Loss: 0.5214... Generator Loss: 2.8966 Epoch 1/1... Discriminator Loss: 0.5433... Generator Loss: 3.5643 Epoch 1/1... Discriminator Loss: 0.5286... Generator Loss: 3.4905 Epoch 1/1... Discriminator Loss: 0.5183... Generator Loss: 2.5688
Epoch 1/1... Discriminator Loss: 0.5008... Generator Loss: 3.1921 Epoch 1/1... Discriminator Loss: 0.5997... Generator Loss: 2.5006 Epoch 1/1... Discriminator Loss: 0.5677... Generator Loss: 3.9059 Epoch 1/1... Discriminator Loss: 0.5063... Generator Loss: 2.9714 Epoch 1/1... Discriminator Loss: 0.5151... Generator Loss: 2.9429 Epoch 1/1... Discriminator Loss: 0.5136... Generator Loss: 2.7550 Epoch 1/1... Discriminator Loss: 0.5075... Generator Loss: 2.9932 Epoch 1/1... Discriminator Loss: 0.5544... Generator Loss: 2.4897 Epoch 1/1... Discriminator Loss: 0.4986... Generator Loss: 2.8867 Epoch 1/1... Discriminator Loss: 0.4970... Generator Loss: 3.3998
Epoch 1/1... Discriminator Loss: 0.5794... Generator Loss: 2.3804 Epoch 1/1... Discriminator Loss: 0.5347... Generator Loss: 2.8150 Epoch 1/1... Discriminator Loss: 0.5350... Generator Loss: 3.6551 Epoch 1/1... Discriminator Loss: 0.5240... Generator Loss: 2.8015 Epoch 1/1... Discriminator Loss: 0.5156... Generator Loss: 3.0409 Epoch 1/1... Discriminator Loss: 0.5307... Generator Loss: 2.6819 Epoch 1/1... Discriminator Loss: 0.5223... Generator Loss: 2.7677 Epoch 1/1... Discriminator Loss: 0.4865... Generator Loss: 3.2489 Epoch 1/1... Discriminator Loss: 0.5330... Generator Loss: 2.7424 Epoch 1/1... Discriminator Loss: 0.5223... Generator Loss: 2.7377
Epoch 1/1... Discriminator Loss: 0.5431... Generator Loss: 2.6686 Epoch 1/1... Discriminator Loss: 0.4972... Generator Loss: 3.0600 Epoch 1/1... Discriminator Loss: 0.5190... Generator Loss: 2.8874 Epoch 1/1... Discriminator Loss: 0.4998... Generator Loss: 3.1615 Epoch 1/1... Discriminator Loss: 0.5135... Generator Loss: 2.8083 Epoch 1/1... Discriminator Loss: 0.5057... Generator Loss: 2.9984 Epoch 1/1... Discriminator Loss: 0.4934... Generator Loss: 3.3453 Epoch 1/1... Discriminator Loss: 0.5446... Generator Loss: 2.5261 Epoch 1/1... Discriminator Loss: 0.5104... Generator Loss: 2.8778 Epoch 1/1... Discriminator Loss: 0.5163... Generator Loss: 2.6984
Epoch 1/1... Discriminator Loss: 0.5166... Generator Loss: 3.0374 Epoch 1/1... Discriminator Loss: 0.5326... Generator Loss: 2.7085 Epoch 1/1... Discriminator Loss: 0.5257... Generator Loss: 2.6420 Epoch 1/1... Discriminator Loss: 0.5092... Generator Loss: 3.1596 Epoch 1/1... Discriminator Loss: 0.5696... Generator Loss: 2.3773 Epoch 1/1... Discriminator Loss: 0.5087... Generator Loss: 3.4808 Epoch 1/1... Discriminator Loss: 0.5458... Generator Loss: 2.6516 Epoch 1/1... Discriminator Loss: 0.4932... Generator Loss: 3.1214 Epoch 1/1... Discriminator Loss: 0.5550... Generator Loss: 3.8308 Epoch 1/1... Discriminator Loss: 0.5006... Generator Loss: 2.9995
Epoch 1/1... Discriminator Loss: 0.5203... Generator Loss: 3.1017 Epoch 1/1... Discriminator Loss: 0.4999... Generator Loss: 2.9469 Epoch 1/1... Discriminator Loss: 0.5113... Generator Loss: 2.8909 Epoch 1/1... Discriminator Loss: 0.4949... Generator Loss: 2.8500 Epoch 1/1... Discriminator Loss: 0.5139... Generator Loss: 3.7037 Epoch 1/1... Discriminator Loss: 0.4882... Generator Loss: 3.3077 Epoch 1/1... Discriminator Loss: 0.5057... Generator Loss: 3.1937 Epoch 1/1... Discriminator Loss: 0.5235... Generator Loss: 2.7623 Epoch 1/1... Discriminator Loss: 0.5250... Generator Loss: 3.6312 Epoch 1/1... Discriminator Loss: 0.5312... Generator Loss: 2.5029
Epoch 1/1... Discriminator Loss: 0.5144... Generator Loss: 2.6835 Epoch 1/1... Discriminator Loss: 0.5289... Generator Loss: 2.6046 Epoch 1/1... Discriminator Loss: 0.5055... Generator Loss: 2.8960 Epoch 1/1... Discriminator Loss: 0.5190... Generator Loss: 2.8553 Epoch 1/1... Discriminator Loss: 0.5004... Generator Loss: 3.1883 Epoch 1/1... Discriminator Loss: 0.5128... Generator Loss: 3.4740 Epoch 1/1... Discriminator Loss: 0.4987... Generator Loss: 2.9902 Epoch 1/1... Discriminator Loss: 0.5080... Generator Loss: 3.0837 Epoch 1/1... Discriminator Loss: 0.5266... Generator Loss: 2.7676 Epoch 1/1... Discriminator Loss: 0.4931... Generator Loss: 3.3918
Epoch 1/1... Discriminator Loss: 0.5036... Generator Loss: 3.6476 Epoch 1/1... Discriminator Loss: 0.5986... Generator Loss: 2.4198 Epoch 1/1... Discriminator Loss: 0.5065... Generator Loss: 3.0009 Epoch 1/1... Discriminator Loss: 0.5056... Generator Loss: 2.9393 Epoch 1/1... Discriminator Loss: 0.5699... Generator Loss: 2.4156 Epoch 1/1... Discriminator Loss: 0.5694... Generator Loss: 2.4296 Epoch 1/1... Discriminator Loss: 0.5192... Generator Loss: 3.3717 Epoch 1/1... Discriminator Loss: 0.5112... Generator Loss: 3.0588 Epoch 1/1... Discriminator Loss: 0.5058... Generator Loss: 3.2570 Epoch 1/1... Discriminator Loss: 0.4822... Generator Loss: 3.3840
Epoch 1/1... Discriminator Loss: 0.5163... Generator Loss: 2.7695 Epoch 1/1... Discriminator Loss: 0.4854... Generator Loss: 3.6486 Epoch 1/1... Discriminator Loss: 0.4940... Generator Loss: 3.3025 Epoch 1/1... Discriminator Loss: 0.5169... Generator Loss: 2.6472 Epoch 1/1... Discriminator Loss: 0.5500... Generator Loss: 2.4742 Epoch 1/1... Discriminator Loss: 0.5037... Generator Loss: 2.9980 Epoch 1/1... Discriminator Loss: 0.5040... Generator Loss: 2.8802 Epoch 1/1... Discriminator Loss: 0.4971... Generator Loss: 3.3648 Epoch 1/1... Discriminator Loss: 0.5030... Generator Loss: 3.2895 Epoch 1/1... Discriminator Loss: 0.5194... Generator Loss: 2.8537
Epoch 1/1... Discriminator Loss: 0.6265... Generator Loss: 4.5390 Epoch 1/1... Discriminator Loss: 0.5148... Generator Loss: 3.1765 Epoch 1/1... Discriminator Loss: 0.5266... Generator Loss: 3.6982 Epoch 1/1... Discriminator Loss: 0.5043... Generator Loss: 3.0793 Epoch 1/1... Discriminator Loss: 0.5439... Generator Loss: 2.6200 Epoch 1/1... Discriminator Loss: 0.5367... Generator Loss: 3.7258 Epoch 1/1... Discriminator Loss: 0.5071... Generator Loss: 3.1009 Epoch 1/1... Discriminator Loss: 0.5055... Generator Loss: 3.7802 Epoch 1/1... Discriminator Loss: 0.4998... Generator Loss: 3.1585 Epoch 1/1... Discriminator Loss: 0.5830... Generator Loss: 4.2816
Epoch 1/1... Discriminator Loss: 0.5065... Generator Loss: 2.8443 Epoch 1/1... Discriminator Loss: 0.5015... Generator Loss: 2.9100 Epoch 1/1... Discriminator Loss: 0.4987... Generator Loss: 2.7395 Epoch 1/1... Discriminator Loss: 0.5406... Generator Loss: 2.5924 Epoch 1/1... Discriminator Loss: 0.5249... Generator Loss: 2.7729 Epoch 1/1... Discriminator Loss: 0.5287... Generator Loss: 2.9095 Epoch 1/1... Discriminator Loss: 0.5061... Generator Loss: 3.5684 Epoch 1/1... Discriminator Loss: 0.4944... Generator Loss: 3.2035 Epoch 1/1... Discriminator Loss: 0.5071... Generator Loss: 3.2065 Epoch 1/1... Discriminator Loss: 0.5760... Generator Loss: 4.0041
Epoch 1/1... Discriminator Loss: 0.5152... Generator Loss: 3.1113 Epoch 1/1... Discriminator Loss: 0.5178... Generator Loss: 3.1700 Epoch 1/1... Discriminator Loss: 0.5109... Generator Loss: 3.1822 Epoch 1/1... Discriminator Loss: 0.5421... Generator Loss: 3.3737 Epoch 1/1... Discriminator Loss: 0.4928... Generator Loss: 3.0481 Epoch 1/1... Discriminator Loss: 0.5033... Generator Loss: 2.8897 Epoch 1/1... Discriminator Loss: 0.5091... Generator Loss: 3.0992 Epoch 1/1... Discriminator Loss: 0.5015... Generator Loss: 3.4068 Epoch 1/1... Discriminator Loss: 0.5047... Generator Loss: 3.1291 Epoch 1/1... Discriminator Loss: 0.4995... Generator Loss: 3.3539
Epoch 1/1... Discriminator Loss: 0.5080... Generator Loss: 2.9506 Epoch 1/1... Discriminator Loss: 0.5126... Generator Loss: 2.7981 Epoch 1/1... Discriminator Loss: 0.5395... Generator Loss: 2.5163 Epoch 1/1... Discriminator Loss: 0.5137... Generator Loss: 2.8997 Epoch 1/1... Discriminator Loss: 0.5223... Generator Loss: 2.6937 Epoch 1/1... Discriminator Loss: 0.4875... Generator Loss: 3.4654 Epoch 1/1... Discriminator Loss: 0.4915... Generator Loss: 3.3218 Epoch 1/1... Discriminator Loss: 0.5205... Generator Loss: 2.8887 Epoch 1/1... Discriminator Loss: 0.5271... Generator Loss: 3.7646 Epoch 1/1... Discriminator Loss: 0.5057... Generator Loss: 3.5437
Epoch 1/1... Discriminator Loss: 0.5331... Generator Loss: 3.3954 Epoch 1/1... Discriminator Loss: 0.5634... Generator Loss: 4.1579 Epoch 1/1... Discriminator Loss: 0.4959... Generator Loss: 3.2595 Epoch 1/1... Discriminator Loss: 0.5082... Generator Loss: 2.8589 Epoch 1/1... Discriminator Loss: 0.5088... Generator Loss: 2.8839 Epoch 1/1... Discriminator Loss: 0.5092... Generator Loss: 3.2147 Epoch 1/1... Discriminator Loss: 0.6788... Generator Loss: 4.7211 Epoch 1/1... Discriminator Loss: 0.5254... Generator Loss: 3.1064 Epoch 1/1... Discriminator Loss: 0.5053... Generator Loss: 3.1981 Epoch 1/1... Discriminator Loss: 0.5169... Generator Loss: 2.6608
Epoch 1/1... Discriminator Loss: 0.5271... Generator Loss: 3.4886 Epoch 1/1... Discriminator Loss: 0.4990... Generator Loss: 3.3064 Epoch 1/1... Discriminator Loss: 0.5004... Generator Loss: 3.0360 Epoch 1/1... Discriminator Loss: 0.5933... Generator Loss: 2.3008 Epoch 1/1... Discriminator Loss: 0.5159... Generator Loss: 3.0801 Epoch 1/1... Discriminator Loss: 0.5163... Generator Loss: 2.7440 Epoch 1/1... Discriminator Loss: 0.6883... Generator Loss: 4.7252 Epoch 1/1... Discriminator Loss: 0.5093... Generator Loss: 2.9948 Epoch 1/1... Discriminator Loss: 0.5240... Generator Loss: 2.7212 Epoch 1/1... Discriminator Loss: 0.5013... Generator Loss: 3.6839
Epoch 1/1... Discriminator Loss: 0.5241... Generator Loss: 2.5360 Epoch 1/1... Discriminator Loss: 0.5327... Generator Loss: 2.5376 Epoch 1/1... Discriminator Loss: 0.4939... Generator Loss: 3.4955 Epoch 1/1... Discriminator Loss: 0.5044... Generator Loss: 3.5148 Epoch 1/1... Discriminator Loss: 0.5379... Generator Loss: 3.3286 Epoch 1/1... Discriminator Loss: 0.5145... Generator Loss: 3.1327 Epoch 1/1... Discriminator Loss: 0.5668... Generator Loss: 2.6040 Epoch 1/1... Discriminator Loss: 0.5332... Generator Loss: 2.5356 Epoch 1/1... Discriminator Loss: 0.5307... Generator Loss: 2.7682 Epoch 1/1... Discriminator Loss: 0.4951... Generator Loss: 3.2478
Epoch 1/1... Discriminator Loss: 0.5050... Generator Loss: 2.7213 Epoch 1/1... Discriminator Loss: 0.5057... Generator Loss: 3.0435 Epoch 1/1... Discriminator Loss: 0.5028... Generator Loss: 3.0932 Epoch 1/1... Discriminator Loss: 0.4944... Generator Loss: 3.2058 Epoch 1/1... Discriminator Loss: 0.5022... Generator Loss: 3.3922 Epoch 1/1... Discriminator Loss: 0.4989... Generator Loss: 2.9451 Epoch 1/1... Discriminator Loss: 0.4883... Generator Loss: 3.5271 Epoch 1/1... Discriminator Loss: 0.5180... Generator Loss: 3.5886 Epoch 1/1... Discriminator Loss: 0.5047... Generator Loss: 3.0818 Epoch 1/1... Discriminator Loss: 0.5359... Generator Loss: 2.3220
Epoch 1/1... Discriminator Loss: 0.5327... Generator Loss: 3.7958 Epoch 1/1... Discriminator Loss: 0.5598... Generator Loss: 3.5734 Epoch 1/1... Discriminator Loss: 0.5345... Generator Loss: 2.7294 Epoch 1/1... Discriminator Loss: 0.5125... Generator Loss: 3.3246 Epoch 1/1... Discriminator Loss: 0.5114... Generator Loss: 2.9874 Epoch 1/1... Discriminator Loss: 0.5054... Generator Loss: 3.0934 Epoch 1/1... Discriminator Loss: 0.4955... Generator Loss: 3.2382 Epoch 1/1... Discriminator Loss: 0.5049... Generator Loss: 3.1741 Epoch 1/1... Discriminator Loss: 0.4898... Generator Loss: 3.4049 Epoch 1/1... Discriminator Loss: 0.5042... Generator Loss: 2.9614
Epoch 1/1... Discriminator Loss: 0.5022... Generator Loss: 3.0067 Epoch 1/1... Discriminator Loss: 0.5200... Generator Loss: 3.1150 Epoch 1/1... Discriminator Loss: 0.5420... Generator Loss: 3.6867 Epoch 1/1... Discriminator Loss: 0.5254... Generator Loss: 2.7134 Epoch 1/1... Discriminator Loss: 0.4917... Generator Loss: 3.0688 Epoch 1/1... Discriminator Loss: 0.5345... Generator Loss: 3.5642 Epoch 1/1... Discriminator Loss: 0.4923... Generator Loss: 3.0871 Epoch 1/1... Discriminator Loss: 0.4825... Generator Loss: 3.3387 Epoch 1/1... Discriminator Loss: 0.5533... Generator Loss: 3.9788 Epoch 1/1... Discriminator Loss: 0.5683... Generator Loss: 4.1673
Epoch 1/1... Discriminator Loss: 0.4888... Generator Loss: 3.3771 Epoch 1/1... Discriminator Loss: 0.4924... Generator Loss: 3.4783 Epoch 1/1... Discriminator Loss: 0.4992... Generator Loss: 3.3841 Epoch 1/1... Discriminator Loss: 0.4974... Generator Loss: 3.2654 Epoch 1/1... Discriminator Loss: 0.5050... Generator Loss: 3.3435 Epoch 1/1... Discriminator Loss: 0.4990... Generator Loss: 3.3275 Epoch 1/1... Discriminator Loss: 0.5200... Generator Loss: 2.9248 Epoch 1/1... Discriminator Loss: 0.5149... Generator Loss: 2.9439 Epoch 1/1... Discriminator Loss: 0.4856... Generator Loss: 3.3145 Epoch 1/1... Discriminator Loss: 0.5080... Generator Loss: 3.1207
Epoch 1/1... Discriminator Loss: 0.5404... Generator Loss: 2.8769 Epoch 1/1... Discriminator Loss: 0.5466... Generator Loss: 3.8374 Epoch 1/1... Discriminator Loss: 0.5848... Generator Loss: 4.1245 Epoch 1/1... Discriminator Loss: 0.5147... Generator Loss: 3.1110 Epoch 1/1... Discriminator Loss: 0.4968... Generator Loss: 3.0887 Epoch 1/1... Discriminator Loss: 0.5288... Generator Loss: 2.9097 Epoch 1/1... Discriminator Loss: 0.5250... Generator Loss: 3.2162 Epoch 1/1... Discriminator Loss: 0.4997... Generator Loss: 3.3560 Epoch 1/1... Discriminator Loss: 0.5159... Generator Loss: 2.9240 Epoch 1/1... Discriminator Loss: 0.5860... Generator Loss: 2.0735
Epoch 1/1... Discriminator Loss: 0.5061... Generator Loss: 3.2842 Epoch 1/1... Discriminator Loss: 0.5106... Generator Loss: 2.8316 Epoch 1/1... Discriminator Loss: 0.4993... Generator Loss: 3.4066 Epoch 1/1... Discriminator Loss: 0.5134... Generator Loss: 3.6309 Epoch 1/1... Discriminator Loss: 0.5204... Generator Loss: 2.7390 Epoch 1/1... Discriminator Loss: 0.5475... Generator Loss: 2.5597 Epoch 1/1... Discriminator Loss: 0.5159... Generator Loss: 2.8749 Epoch 1/1... Discriminator Loss: 0.5177... Generator Loss: 3.5184 Epoch 1/1... Discriminator Loss: 0.5350... Generator Loss: 2.9677 Epoch 1/1... Discriminator Loss: 0.5309... Generator Loss: 2.9189
Epoch 1/1... Discriminator Loss: 0.4996... Generator Loss: 3.5921 Epoch 1/1... Discriminator Loss: 0.4864... Generator Loss: 3.2938 Epoch 1/1... Discriminator Loss: 0.4952... Generator Loss: 3.2386 Epoch 1/1... Discriminator Loss: 0.5307... Generator Loss: 3.1276 Epoch 1/1... Discriminator Loss: 0.4972... Generator Loss: 3.2341 Epoch 1/1... Discriminator Loss: 0.4946... Generator Loss: 3.0184 Epoch 1/1... Discriminator Loss: 0.5080... Generator Loss: 2.8586 Epoch 1/1... Discriminator Loss: 0.5738... Generator Loss: 3.8741 Epoch 1/1... Discriminator Loss: 0.5029... Generator Loss: 3.3820 Epoch 1/1... Discriminator Loss: 0.5077... Generator Loss: 2.9285
Epoch 1/1... Discriminator Loss: 0.4983... Generator Loss: 3.3038 Epoch 1/1... Discriminator Loss: 0.5328... Generator Loss: 2.9025 Epoch 1/1... Discriminator Loss: 0.4899... Generator Loss: 3.3584 Epoch 1/1... Discriminator Loss: 0.5004... Generator Loss: 3.2579 Epoch 1/1... Discriminator Loss: 0.4972... Generator Loss: 3.1017 Epoch 1/1... Discriminator Loss: 0.5000... Generator Loss: 3.1470 Epoch 1/1... Discriminator Loss: 0.5173... Generator Loss: 2.7809 Epoch 1/1... Discriminator Loss: 0.4842... Generator Loss: 3.2816 Epoch 1/1... Discriminator Loss: 0.4979... Generator Loss: 3.1761 Epoch 1/1... Discriminator Loss: 0.5271... Generator Loss: 3.0438
Epoch 1/1... Discriminator Loss: 0.4984... Generator Loss: 2.8837 Epoch 1/1... Discriminator Loss: 0.5461... Generator Loss: 2.3190 Epoch 1/1... Discriminator Loss: 0.5109... Generator Loss: 3.1373 Epoch 1/1... Discriminator Loss: 0.4866... Generator Loss: 3.1858 Epoch 1/1... Discriminator Loss: 0.4932... Generator Loss: 2.9039 Epoch 1/1... Discriminator Loss: 0.5261... Generator Loss: 3.7662 Epoch 1/1... Discriminator Loss: 0.5250... Generator Loss: 3.1501 Epoch 1/1... Discriminator Loss: 0.5182... Generator Loss: 3.3163 Epoch 1/1... Discriminator Loss: 0.6010... Generator Loss: 4.2582 Epoch 1/1... Discriminator Loss: 0.4807... Generator Loss: 3.5731
Epoch 1/1... Discriminator Loss: 0.4663... Generator Loss: 3.7155 Epoch 1/1... Discriminator Loss: 0.4937... Generator Loss: 3.2977 Epoch 1/1... Discriminator Loss: 0.4892... Generator Loss: 2.7029 Epoch 1/1... Discriminator Loss: 0.5112... Generator Loss: 3.5860 Epoch 1/1... Discriminator Loss: 0.5036... Generator Loss: 2.9898 Epoch 1/1... Discriminator Loss: 0.4940... Generator Loss: 3.2066 Epoch 1/1... Discriminator Loss: 0.5203... Generator Loss: 2.7839 Epoch 1/1... Discriminator Loss: 0.5124... Generator Loss: 2.8699 Epoch 1/1... Discriminator Loss: 0.4976... Generator Loss: 2.8884 Epoch 1/1... Discriminator Loss: 0.5055... Generator Loss: 2.8228
Epoch 1/1... Discriminator Loss: 0.5758... Generator Loss: 4.3082 Epoch 1/1... Discriminator Loss: 0.5405... Generator Loss: 2.9270 Epoch 1/1... Discriminator Loss: 0.5194... Generator Loss: 2.9229 Epoch 1/1... Discriminator Loss: 0.5420... Generator Loss: 2.6453 Epoch 1/1... Discriminator Loss: 0.4978... Generator Loss: 3.4744 Epoch 1/1... Discriminator Loss: 0.5396... Generator Loss: 2.8900 Epoch 1/1... Discriminator Loss: 0.5368... Generator Loss: 2.8134 Epoch 1/1... Discriminator Loss: 0.5312... Generator Loss: 3.2356 Epoch 1/1... Discriminator Loss: 0.5184... Generator Loss: 3.5837 Epoch 1/1... Discriminator Loss: 0.5261... Generator Loss: 2.8084
Epoch 1/1... Discriminator Loss: 0.4951... Generator Loss: 3.5138 Epoch 1/1... Discriminator Loss: 0.4862... Generator Loss: 3.1086 Epoch 1/1... Discriminator Loss: 0.5124... Generator Loss: 3.2352 Epoch 1/1... Discriminator Loss: 0.5116... Generator Loss: 3.0307 Epoch 1/1... Discriminator Loss: 0.4907... Generator Loss: 3.1677 Epoch 1/1... Discriminator Loss: 0.5170... Generator Loss: 3.2466 Epoch 1/1... Discriminator Loss: 0.4987... Generator Loss: 3.8999 Epoch 1/1... Discriminator Loss: 0.5003... Generator Loss: 3.1963 Epoch 1/1... Discriminator Loss: 0.4838... Generator Loss: 3.2018 Epoch 1/1... Discriminator Loss: 0.5057... Generator Loss: 3.1839
Epoch 1/1... Discriminator Loss: 0.5244... Generator Loss: 3.8953 Epoch 1/1... Discriminator Loss: 0.4912... Generator Loss: 3.1478 Epoch 1/1... Discriminator Loss: 0.5055... Generator Loss: 3.1044 Epoch 1/1... Discriminator Loss: 0.5073... Generator Loss: 2.9295 Epoch 1/1... Discriminator Loss: 0.4893... Generator Loss: 3.2394 Epoch 1/1... Discriminator Loss: 0.5108... Generator Loss: 3.0334 Epoch 1/1... Discriminator Loss: 0.5001... Generator Loss: 3.3501 Epoch 1/1... Discriminator Loss: 0.5060... Generator Loss: 2.9332 Epoch 1/1... Discriminator Loss: 0.4898... Generator Loss: 3.2271 Epoch 1/1... Discriminator Loss: 0.4863... Generator Loss: 3.3777
Epoch 1/1... Discriminator Loss: 0.5069... Generator Loss: 3.7658 Epoch 1/1... Discriminator Loss: 0.4896... Generator Loss: 3.4138 Epoch 1/1... Discriminator Loss: 0.5089... Generator Loss: 2.9981 Epoch 1/1... Discriminator Loss: 0.4948... Generator Loss: 4.0567 Epoch 1/1... Discriminator Loss: 0.5056... Generator Loss: 2.8793 Epoch 1/1... Discriminator Loss: 0.4998... Generator Loss: 2.9848 Epoch 1/1... Discriminator Loss: 0.4828... Generator Loss: 3.4984 Epoch 1/1... Discriminator Loss: 0.5772... Generator Loss: 2.2610 Epoch 1/1... Discriminator Loss: 0.5061... Generator Loss: 2.9693 Epoch 1/1... Discriminator Loss: 0.5488... Generator Loss: 2.8566
Epoch 1/1... Discriminator Loss: 0.5076... Generator Loss: 3.1977 Epoch 1/1... Discriminator Loss: 0.5176... Generator Loss: 2.9500 Epoch 1/1... Discriminator Loss: 0.4939... Generator Loss: 3.2622 Epoch 1/1... Discriminator Loss: 0.5087... Generator Loss: 3.2034 Epoch 1/1... Discriminator Loss: 0.5338... Generator Loss: 3.6480 Epoch 1/1... Discriminator Loss: 0.4943... Generator Loss: 3.4552 Epoch 1/1... Discriminator Loss: 0.5061... Generator Loss: 3.0330 Epoch 1/1... Discriminator Loss: 0.5140... Generator Loss: 2.8264 Epoch 1/1... Discriminator Loss: 0.5065... Generator Loss: 3.6050 Epoch 1/1... Discriminator Loss: 0.5106... Generator Loss: 2.8172
Epoch 1/1... Discriminator Loss: 0.4824... Generator Loss: 3.3187 Epoch 1/1... Discriminator Loss: 0.5458... Generator Loss: 2.6352 Epoch 1/1... Discriminator Loss: 0.4913... Generator Loss: 3.5718 Epoch 1/1... Discriminator Loss: 0.5107... Generator Loss: 3.6147 Epoch 1/1... Discriminator Loss: 0.5464... Generator Loss: 4.1726 Epoch 1/1... Discriminator Loss: 0.4979... Generator Loss: 2.9107 Epoch 1/1... Discriminator Loss: 0.5216... Generator Loss: 3.0286 Epoch 1/1... Discriminator Loss: 0.4869... Generator Loss: 3.6874 Epoch 1/1... Discriminator Loss: 0.5453... Generator Loss: 2.7893 Epoch 1/1... Discriminator Loss: 0.4824... Generator Loss: 3.5820
Epoch 1/1... Discriminator Loss: 0.4937... Generator Loss: 3.1395 Epoch 1/1... Discriminator Loss: 0.5129... Generator Loss: 4.2857 Epoch 1/1... Discriminator Loss: 0.5171... Generator Loss: 3.6214 Epoch 1/1... Discriminator Loss: 0.4950... Generator Loss: 3.7193 Epoch 1/1... Discriminator Loss: 0.5560... Generator Loss: 2.5424 Epoch 1/1... Discriminator Loss: 0.5017... Generator Loss: 3.0196 Epoch 1/1... Discriminator Loss: 0.4957... Generator Loss: 3.3400 Epoch 1/1... Discriminator Loss: 0.4979... Generator Loss: 3.0976 Epoch 1/1... Discriminator Loss: 0.4978... Generator Loss: 3.3649 Epoch 1/1... Discriminator Loss: 0.4952... Generator Loss: 3.4246
Epoch 1/1... Discriminator Loss: 0.4942... Generator Loss: 3.4037 Epoch 1/1... Discriminator Loss: 0.5321... Generator Loss: 3.9317 Epoch 1/1... Discriminator Loss: 0.5351... Generator Loss: 2.7544 Epoch 1/1... Discriminator Loss: 0.6359... Generator Loss: 4.8061 Epoch 1/1... Discriminator Loss: 0.4961... Generator Loss: 3.3077 Epoch 1/1... Discriminator Loss: 0.5354... Generator Loss: 2.8553 Epoch 1/1... Discriminator Loss: 0.5193... Generator Loss: 2.6790 Epoch 1/1... Discriminator Loss: 0.5363... Generator Loss: 2.5480 Epoch 1/1... Discriminator Loss: 0.5129... Generator Loss: 2.8689 Epoch 1/1... Discriminator Loss: 0.5067... Generator Loss: 2.9822
Epoch 1/1... Discriminator Loss: 0.5078... Generator Loss: 3.1211 Epoch 1/1... Discriminator Loss: 0.4993... Generator Loss: 3.1837 Epoch 1/1... Discriminator Loss: 0.5200... Generator Loss: 3.0521 Epoch 1/1... Discriminator Loss: 0.4867... Generator Loss: 3.3253 Epoch 1/1... Discriminator Loss: 0.5221... Generator Loss: 2.7853 Epoch 1/1... Discriminator Loss: 0.4878... Generator Loss: 3.5235 Epoch 1/1... Discriminator Loss: 0.4812... Generator Loss: 3.4137 Epoch 1/1... Discriminator Loss: 0.5026... Generator Loss: 3.8217 Epoch 1/1... Discriminator Loss: 0.4906... Generator Loss: 3.6992 Epoch 1/1... Discriminator Loss: 0.4912... Generator Loss: 3.1533
Epoch 1/1... Discriminator Loss: 0.5138... Generator Loss: 3.1080 Epoch 1/1... Discriminator Loss: 0.4995... Generator Loss: 3.5700 Epoch 1/1... Discriminator Loss: 0.5001... Generator Loss: 3.7187 Epoch 1/1... Discriminator Loss: 0.4987... Generator Loss: 4.0671 Epoch 1/1... Discriminator Loss: 0.4844... Generator Loss: 3.3326 Epoch 1/1... Discriminator Loss: 0.5043... Generator Loss: 3.1466 Epoch 1/1... Discriminator Loss: 0.5411... Generator Loss: 3.9787 Epoch 1/1... Discriminator Loss: 0.5071... Generator Loss: 3.6388 Epoch 1/1... Discriminator Loss: 0.5301... Generator Loss: 3.8662 Epoch 1/1... Discriminator Loss: 0.5903... Generator Loss: 2.5855
Epoch 1/1... Discriminator Loss: 0.5057... Generator Loss: 2.9427 Epoch 1/1... Discriminator Loss: 0.4816... Generator Loss: 3.3943 Epoch 1/1... Discriminator Loss: 0.4855... Generator Loss: 3.5812 Epoch 1/1... Discriminator Loss: 0.4968... Generator Loss: 3.1947 Epoch 1/1... Discriminator Loss: 0.5031... Generator Loss: 3.5414 Epoch 1/1... Discriminator Loss: 0.4962... Generator Loss: 3.7196 Epoch 1/1... Discriminator Loss: 0.4992... Generator Loss: 3.1360 Epoch 1/1... Discriminator Loss: 0.4875... Generator Loss: 3.3146 Epoch 1/1... Discriminator Loss: 0.4903... Generator Loss: 3.2054 Epoch 1/1... Discriminator Loss: 0.5269... Generator Loss: 2.8533
Epoch 1/1... Discriminator Loss: 0.5082... Generator Loss: 3.2647 Epoch 1/1... Discriminator Loss: 0.5081... Generator Loss: 3.7010 Epoch 1/1... Discriminator Loss: 0.5077... Generator Loss: 2.7862 Epoch 1/1... Discriminator Loss: 0.5083... Generator Loss: 2.9678 Epoch 1/1... Discriminator Loss: 0.4961... Generator Loss: 3.2205 Epoch 1/1... Discriminator Loss: 0.5121... Generator Loss: 3.4090 Epoch 1/1... Discriminator Loss: 0.5059... Generator Loss: 2.9192 Epoch 1/1... Discriminator Loss: 0.4963... Generator Loss: 2.9725 Epoch 1/1... Discriminator Loss: 0.4903... Generator Loss: 3.4593 Epoch 1/1... Discriminator Loss: 0.4770... Generator Loss: 4.1863
Epoch 1/1... Discriminator Loss: 0.4995... Generator Loss: 3.3572 Epoch 1/1... Discriminator Loss: 0.5190... Generator Loss: 2.7049 Epoch 1/1... Discriminator Loss: 0.5168... Generator Loss: 3.0684 Epoch 1/1... Discriminator Loss: 0.4970... Generator Loss: 3.2012 Epoch 1/1... Discriminator Loss: 0.4870... Generator Loss: 3.5152 Epoch 1/1... Discriminator Loss: 0.4976... Generator Loss: 3.5590 Epoch 1/1... Discriminator Loss: 0.5328... Generator Loss: 3.8916 Epoch 1/1... Discriminator Loss: 0.5095... Generator Loss: 3.4876 Epoch 1/1... Discriminator Loss: 0.5200... Generator Loss: 2.7776 Epoch 1/1... Discriminator Loss: 0.5378... Generator Loss: 2.5151
Epoch 1/1... Discriminator Loss: 0.5019... Generator Loss: 3.2207 Epoch 1/1... Discriminator Loss: 0.4938... Generator Loss: 3.0939 Epoch 1/1... Discriminator Loss: 0.4821... Generator Loss: 3.5160 Epoch 1/1... Discriminator Loss: 0.5115... Generator Loss: 2.9883 Epoch 1/1... Discriminator Loss: 0.5383... Generator Loss: 2.6720 Epoch 1/1... Discriminator Loss: 0.4854... Generator Loss: 3.6225 Epoch 1/1... Discriminator Loss: 0.4832... Generator Loss: 3.4403 Epoch 1/1... Discriminator Loss: 0.4872... Generator Loss: 3.1710 Epoch 1/1... Discriminator Loss: 0.5013... Generator Loss: 3.0878 Epoch 1/1... Discriminator Loss: 0.4856... Generator Loss: 3.1003
Epoch 1/1... Discriminator Loss: 0.5084... Generator Loss: 3.3789 Epoch 1/1... Discriminator Loss: 0.5203... Generator Loss: 3.0672 Epoch 1/1... Discriminator Loss: 0.4938... Generator Loss: 3.3169 Epoch 1/1... Discriminator Loss: 0.7352... Generator Loss: 4.8093 Epoch 1/1... Discriminator Loss: 0.4936... Generator Loss: 3.0712 Epoch 1/1... Discriminator Loss: 0.5156... Generator Loss: 3.0138 Epoch 1/1... Discriminator Loss: 0.5233... Generator Loss: 2.9615 Epoch 1/1... Discriminator Loss: 0.4961... Generator Loss: 2.9356 Epoch 1/1... Discriminator Loss: 0.5238... Generator Loss: 2.8259 Epoch 1/1... Discriminator Loss: 0.5022... Generator Loss: 3.9342
Epoch 1/1... Discriminator Loss: 0.4948... Generator Loss: 3.3592 Epoch 1/1... Discriminator Loss: 0.5259... Generator Loss: 4.0214 Epoch 1/1... Discriminator Loss: 0.4945... Generator Loss: 3.8110 Epoch 1/1... Discriminator Loss: 0.4948... Generator Loss: 3.1634 Epoch 1/1... Discriminator Loss: 0.4785... Generator Loss: 3.5003 Epoch 1/1... Discriminator Loss: 0.5215... Generator Loss: 3.6895 Epoch 1/1... Discriminator Loss: 0.4931... Generator Loss: 3.6307 Epoch 1/1... Discriminator Loss: 0.4958... Generator Loss: 2.8757 Epoch 1/1... Discriminator Loss: 0.5080... Generator Loss: 3.0596 Epoch 1/1... Discriminator Loss: 0.4869... Generator Loss: 3.7178
Epoch 1/1... Discriminator Loss: 0.5448... Generator Loss: 2.9107 Epoch 1/1... Discriminator Loss: 0.5198... Generator Loss: 2.9013 Epoch 1/1... Discriminator Loss: 0.5375... Generator Loss: 2.4598 Epoch 1/1... Discriminator Loss: 0.5197... Generator Loss: 2.8904 Epoch 1/1... Discriminator Loss: 0.5242... Generator Loss: 3.8954 Epoch 1/1... Discriminator Loss: 0.4830... Generator Loss: 3.3719 Epoch 1/1... Discriminator Loss: 0.5043... Generator Loss: 3.2243 Epoch 1/1... Discriminator Loss: 0.4873... Generator Loss: 3.3085 Epoch 1/1... Discriminator Loss: 0.5070... Generator Loss: 2.9858 Epoch 1/1... Discriminator Loss: 0.5060... Generator Loss: 3.1010
Epoch 1/1... Discriminator Loss: 0.5161... Generator Loss: 3.1515 Epoch 1/1... Discriminator Loss: 0.4931... Generator Loss: 3.2678 Epoch 1/1... Discriminator Loss: 0.5103... Generator Loss: 3.1532 Epoch 1/1... Discriminator Loss: 0.5067... Generator Loss: 2.9780 Epoch 1/1... Discriminator Loss: 0.5603... Generator Loss: 2.4874 Epoch 1/1... Discriminator Loss: 0.5870... Generator Loss: 4.3825 Epoch 1/1... Discriminator Loss: 0.4884... Generator Loss: 3.4731 Epoch 1/1... Discriminator Loss: 0.4818... Generator Loss: 3.3879 Epoch 1/1... Discriminator Loss: 0.5444... Generator Loss: 4.2000 Epoch 1/1... Discriminator Loss: 0.5072... Generator Loss: 3.4528
Epoch 1/1... Discriminator Loss: 0.4923... Generator Loss: 3.5281 Epoch 1/1... Discriminator Loss: 0.4965... Generator Loss: 2.9543 Epoch 1/1... Discriminator Loss: 0.4918... Generator Loss: 3.3538 Epoch 1/1... Discriminator Loss: 0.4969... Generator Loss: 2.9864 Epoch 1/1... Discriminator Loss: 0.5347... Generator Loss: 2.8377 Epoch 1/1... Discriminator Loss: 0.5320... Generator Loss: 2.8536 Epoch 1/1... Discriminator Loss: 0.4855... Generator Loss: 3.3544 Epoch 1/1... Discriminator Loss: 0.4804... Generator Loss: 3.1093 Epoch 1/1... Discriminator Loss: 0.4821... Generator Loss: 3.3609 Epoch 1/1... Discriminator Loss: 0.5283... Generator Loss: 2.8820
Epoch 1/1... Discriminator Loss: 0.4971... Generator Loss: 3.2761 Epoch 1/1... Discriminator Loss: 0.4825... Generator Loss: 3.4576 Epoch 1/1... Discriminator Loss: 0.4927... Generator Loss: 3.0870 Epoch 1/1... Discriminator Loss: 0.4961... Generator Loss: 3.2841 Epoch 1/1... Discriminator Loss: 0.5330... Generator Loss: 2.9725 Epoch 1/1... Discriminator Loss: 0.5000... Generator Loss: 3.2778 Epoch 1/1... Discriminator Loss: 0.5351... Generator Loss: 3.7546 Epoch 1/1... Discriminator Loss: 0.4960... Generator Loss: 3.0945 Epoch 1/1... Discriminator Loss: 0.4945... Generator Loss: 3.3326 Epoch 1/1... Discriminator Loss: 0.5334... Generator Loss: 2.9028
Epoch 1/1... Discriminator Loss: 0.4981... Generator Loss: 3.2208 Epoch 1/1... Discriminator Loss: 0.4863... Generator Loss: 3.1890 Epoch 1/1... Discriminator Loss: 0.5445... Generator Loss: 3.9937 Epoch 1/1... Discriminator Loss: 0.6160... Generator Loss: 2.3031 Epoch 1/1... Discriminator Loss: 0.5325... Generator Loss: 2.8412 Epoch 1/1... Discriminator Loss: 0.5501... Generator Loss: 2.7896 Epoch 1/1... Discriminator Loss: 0.4976... Generator Loss: 3.5776 Epoch 1/1... Discriminator Loss: 0.4929... Generator Loss: 3.3769 Epoch 1/1... Discriminator Loss: 0.4807... Generator Loss: 3.5765 Epoch 1/1... Discriminator Loss: 0.5453... Generator Loss: 4.2180
Epoch 1/1... Discriminator Loss: 0.5180... Generator Loss: 2.8274 Epoch 1/1... Discriminator Loss: 0.5054... Generator Loss: 2.9574 Epoch 1/1... Discriminator Loss: 0.4778... Generator Loss: 3.5331 Epoch 1/1... Discriminator Loss: 0.5314... Generator Loss: 2.8182 Epoch 1/1... Discriminator Loss: 0.4850... Generator Loss: 3.1586 Epoch 1/1... Discriminator Loss: 0.4840... Generator Loss: 3.2531 Epoch 1/1... Discriminator Loss: 0.4962... Generator Loss: 3.5308 Epoch 1/1... Discriminator Loss: 0.4846... Generator Loss: 3.5664 Epoch 1/1... Discriminator Loss: 0.4732... Generator Loss: 3.3299 Epoch 1/1... Discriminator Loss: 0.5178... Generator Loss: 2.9449
Epoch 1/1... Discriminator Loss: 0.4879... Generator Loss: 3.3669 Epoch 1/1... Discriminator Loss: 0.5900... Generator Loss: 2.7837 Epoch 1/1... Discriminator Loss: 0.5159... Generator Loss: 3.0817 Epoch 1/1... Discriminator Loss: 0.5123... Generator Loss: 3.3894 Epoch 1/1... Discriminator Loss: 0.5287... Generator Loss: 3.0359 Epoch 1/1... Discriminator Loss: 0.4903... Generator Loss: 3.1774 Epoch 1/1... Discriminator Loss: 0.4904... Generator Loss: 3.3344 Epoch 1/1... Discriminator Loss: 0.5503... Generator Loss: 2.7258 Epoch 1/1... Discriminator Loss: 0.5748... Generator Loss: 4.1534 Epoch 1/1... Discriminator Loss: 0.5014... Generator Loss: 3.4586
Epoch 1/1... Discriminator Loss: 0.4963... Generator Loss: 3.6863 Epoch 1/1... Discriminator Loss: 0.5379... Generator Loss: 3.1575 Epoch 1/1... Discriminator Loss: 0.5030... Generator Loss: 3.3321 Epoch 1/1... Discriminator Loss: 0.4933... Generator Loss: 3.0547 Epoch 1/1... Discriminator Loss: 0.5125... Generator Loss: 3.9405 Epoch 1/1... Discriminator Loss: 0.5090... Generator Loss: 3.4064 Epoch 1/1... Discriminator Loss: 0.4899... Generator Loss: 3.5255 Epoch 1/1... Discriminator Loss: 0.5299... Generator Loss: 3.8610 Epoch 1/1... Discriminator Loss: 0.4962... Generator Loss: 3.2640 Epoch 1/1... Discriminator Loss: 0.5026... Generator Loss: 3.2233
Epoch 1/1... Discriminator Loss: 0.5865... Generator Loss: 4.4408 Epoch 1/1... Discriminator Loss: 0.5195... Generator Loss: 3.2530 Epoch 1/1... Discriminator Loss: 0.4947... Generator Loss: 3.2353 Epoch 1/1... Discriminator Loss: 0.4918... Generator Loss: 3.2663 Epoch 1/1... Discriminator Loss: 0.4763... Generator Loss: 3.4429 Epoch 1/1... Discriminator Loss: 0.5052... Generator Loss: 3.1120 Epoch 1/1... Discriminator Loss: 0.5146... Generator Loss: 3.9442 Epoch 1/1... Discriminator Loss: 0.5219... Generator Loss: 2.7721 Epoch 1/1... Discriminator Loss: 0.4779... Generator Loss: 3.5368 Epoch 1/1... Discriminator Loss: 0.5321... Generator Loss: 2.9018
Epoch 1/1... Discriminator Loss: 0.4929... Generator Loss: 3.5557 Epoch 1/1... Discriminator Loss: 0.4939... Generator Loss: 3.7100 Epoch 1/1... Discriminator Loss: 0.5168... Generator Loss: 3.0196 Epoch 1/1... Discriminator Loss: 0.4954... Generator Loss: 3.4071 Epoch 1/1... Discriminator Loss: 0.4959... Generator Loss: 3.3448 Epoch 1/1... Discriminator Loss: 0.4863... Generator Loss: 3.1957 Epoch 1/1... Discriminator Loss: 0.5289... Generator Loss: 2.9614 Epoch 1/1... Discriminator Loss: 0.4905... Generator Loss: 3.5600 Epoch 1/1... Discriminator Loss: 0.5059... Generator Loss: 3.5970 Epoch 1/1... Discriminator Loss: 0.4980... Generator Loss: 2.9696
Epoch 1/1... Discriminator Loss: 0.5174... Generator Loss: 3.0851 Epoch 1/1... Discriminator Loss: 0.4801... Generator Loss: 3.3633 Epoch 1/1... Discriminator Loss: 0.5099... Generator Loss: 3.2612 Epoch 1/1... Discriminator Loss: 0.5063... Generator Loss: 2.9366 Epoch 1/1... Discriminator Loss: 0.4980... Generator Loss: 2.9431 Epoch 1/1... Discriminator Loss: 0.4933... Generator Loss: 3.2939 Epoch 1/1... Discriminator Loss: 0.5810... Generator Loss: 2.8996 Epoch 1/1... Discriminator Loss: 0.4914... Generator Loss: 3.1223 Epoch 1/1... Discriminator Loss: 0.5177... Generator Loss: 2.7761 Epoch 1/1... Discriminator Loss: 0.5242... Generator Loss: 2.9675
Epoch 1/1... Discriminator Loss: 0.5451... Generator Loss: 3.9283 Epoch 1/1... Discriminator Loss: 0.5070... Generator Loss: 2.8668 Epoch 1/1... Discriminator Loss: 0.5235... Generator Loss: 2.9558 Epoch 1/1... Discriminator Loss: 0.5041... Generator Loss: 2.8887 Epoch 1/1... Discriminator Loss: 0.5263... Generator Loss: 3.6253 Epoch 1/1... Discriminator Loss: 0.5045... Generator Loss: 3.2157 Epoch 1/1... Discriminator Loss: 0.5161... Generator Loss: 2.9056 Epoch 1/1... Discriminator Loss: 0.4812... Generator Loss: 3.2011 Epoch 1/1... Discriminator Loss: 0.5051... Generator Loss: 3.2537 Epoch 1/1... Discriminator Loss: 0.5183... Generator Loss: 3.6199
Epoch 1/1... Discriminator Loss: 0.4798... Generator Loss: 3.4921 Epoch 1/1... Discriminator Loss: 0.4707... Generator Loss: 3.7108 Epoch 1/1... Discriminator Loss: 0.5066... Generator Loss: 2.9905 Epoch 1/1... Discriminator Loss: 0.4895... Generator Loss: 3.2070 Epoch 1/1... Discriminator Loss: 0.5215... Generator Loss: 3.4623 Epoch 1/1... Discriminator Loss: 0.5153... Generator Loss: 2.8250 Epoch 1/1... Discriminator Loss: 0.4974... Generator Loss: 2.9084 Epoch 1/1... Discriminator Loss: 0.4851... Generator Loss: 3.4896 Epoch 1/1... Discriminator Loss: 0.4931... Generator Loss: 3.0846 Epoch 1/1... Discriminator Loss: 0.4996... Generator Loss: 3.4789
Epoch 1/1... Discriminator Loss: 0.4834... Generator Loss: 3.5120 Epoch 1/1... Discriminator Loss: 0.5111... Generator Loss: 3.7245 Epoch 1/1... Discriminator Loss: 0.5149... Generator Loss: 2.8989 Epoch 1/1... Discriminator Loss: 0.4890... Generator Loss: 3.2131 Epoch 1/1... Discriminator Loss: 0.5216... Generator Loss: 3.1283 Epoch 1/1... Discriminator Loss: 0.4841... Generator Loss: 3.4349 Epoch 1/1... Discriminator Loss: 0.4747... Generator Loss: 3.6648 Epoch 1/1... Discriminator Loss: 0.5180... Generator Loss: 3.0508 Epoch 1/1... Discriminator Loss: 0.5159... Generator Loss: 3.8399 Epoch 1/1... Discriminator Loss: 0.4929... Generator Loss: 3.2423
Epoch 1/1... Discriminator Loss: 0.4897... Generator Loss: 3.5027 Epoch 1/1... Discriminator Loss: 0.4947... Generator Loss: 3.0673 Epoch 1/1... Discriminator Loss: 0.4975... Generator Loss: 3.4058 Epoch 1/1... Discriminator Loss: 0.5367... Generator Loss: 2.9263 Epoch 1/1... Discriminator Loss: 0.4837... Generator Loss: 3.3090 Epoch 1/1... Discriminator Loss: 0.4743... Generator Loss: 3.9436 Epoch 1/1... Discriminator Loss: 0.4926... Generator Loss: 3.5500 Epoch 1/1... Discriminator Loss: 0.4974... Generator Loss: 2.9397 Epoch 1/1... Discriminator Loss: 0.4928... Generator Loss: 3.3074 Epoch 1/1... Discriminator Loss: 0.4738... Generator Loss: 3.4351
Epoch 1/1... Discriminator Loss: 0.4887... Generator Loss: 3.8912 Epoch 1/1... Discriminator Loss: 0.4957... Generator Loss: 3.6630 Epoch 1/1... Discriminator Loss: 0.4837... Generator Loss: 3.2933 Epoch 1/1... Discriminator Loss: 0.4844... Generator Loss: 3.4182 Epoch 1/1... Discriminator Loss: 0.4947... Generator Loss: 3.1215 Epoch 1/1... Discriminator Loss: 0.4956... Generator Loss: 3.5629 Epoch 1/1... Discriminator Loss: 0.4801... Generator Loss: 3.3456 Epoch 1/1... Discriminator Loss: 0.5155... Generator Loss: 3.0023 Epoch 1/1... Discriminator Loss: 0.4993... Generator Loss: 3.2337 Epoch 1/1... Discriminator Loss: 0.4928... Generator Loss: 3.3784
Epoch 1/1... Discriminator Loss: 0.5782... Generator Loss: 2.9971 Epoch 1/1... Discriminator Loss: 0.4976... Generator Loss: 3.2079 Epoch 1/1... Discriminator Loss: 0.4880... Generator Loss: 3.2452 Epoch 1/1... Discriminator Loss: 0.4901... Generator Loss: 3.2739 Epoch 1/1... Discriminator Loss: 0.4878... Generator Loss: 3.0906 Epoch 1/1... Discriminator Loss: 0.4879... Generator Loss: 3.6738 Epoch 1/1... Discriminator Loss: 0.4963... Generator Loss: 3.1493 Epoch 1/1... Discriminator Loss: 0.5518... Generator Loss: 2.9432 Epoch 1/1... Discriminator Loss: 0.5019... Generator Loss: 3.1094 Epoch 1/1... Discriminator Loss: 0.5120... Generator Loss: 3.6504
Epoch 1/1... Discriminator Loss: 0.5247... Generator Loss: 2.6655 Epoch 1/1... Discriminator Loss: 0.4922... Generator Loss: 3.1516 Epoch 1/1... Discriminator Loss: 0.5666... Generator Loss: 3.9606 Epoch 1/1... Discriminator Loss: 0.4977... Generator Loss: 2.9529 Epoch 1/1... Discriminator Loss: 0.6083... Generator Loss: 4.5064 Epoch 1/1... Discriminator Loss: 0.4859... Generator Loss: 3.4004 Epoch 1/1... Discriminator Loss: 0.4933... Generator Loss: 3.3680 Epoch 1/1... Discriminator Loss: 0.5395... Generator Loss: 2.8513 Epoch 1/1... Discriminator Loss: 0.4727... Generator Loss: 3.5468 Epoch 1/1... Discriminator Loss: 0.4886... Generator Loss: 3.4461
Epoch 1/1... Discriminator Loss: 0.5292... Generator Loss: 2.9261 Epoch 1/1... Discriminator Loss: 0.4960... Generator Loss: 3.3149 Epoch 1/1... Discriminator Loss: 0.5331... Generator Loss: 3.0159 Epoch 1/1... Discriminator Loss: 0.4687... Generator Loss: 3.7501 Epoch 1/1... Discriminator Loss: 0.4997... Generator Loss: 3.1658 Epoch 1/1... Discriminator Loss: 0.4978... Generator Loss: 3.1067 Epoch 1/1... Discriminator Loss: 0.5460... Generator Loss: 3.1370 Epoch 1/1... Discriminator Loss: 0.5161... Generator Loss: 2.8579 Epoch 1/1... Discriminator Loss: 0.4811... Generator Loss: 3.4265 Epoch 1/1... Discriminator Loss: 0.4791... Generator Loss: 3.3817
Epoch 1/1... Discriminator Loss: 0.5076... Generator Loss: 2.9879 Epoch 1/1... Discriminator Loss: 0.4889... Generator Loss: 3.6381 Epoch 1/1... Discriminator Loss: 0.5384... Generator Loss: 2.7627 Epoch 1/1... Discriminator Loss: 0.5048... Generator Loss: 3.8400 Epoch 1/1... Discriminator Loss: 0.5219... Generator Loss: 2.9346 Epoch 1/1... Discriminator Loss: 0.4891... Generator Loss: 3.8671 Epoch 1/1... Discriminator Loss: 0.5239... Generator Loss: 2.8248 Epoch 1/1... Discriminator Loss: 0.4907... Generator Loss: 2.9955 Epoch 1/1... Discriminator Loss: 0.5037... Generator Loss: 3.3430 Epoch 1/1... Discriminator Loss: 0.5141... Generator Loss: 3.1410
Epoch 1/1... Discriminator Loss: 0.5124... Generator Loss: 3.1829 Epoch 1/1... Discriminator Loss: 0.5063... Generator Loss: 3.2726 Epoch 1/1... Discriminator Loss: 0.5052... Generator Loss: 3.7947 Epoch 1/1... Discriminator Loss: 0.4976... Generator Loss: 4.1312 Epoch 1/1... Discriminator Loss: 0.5055... Generator Loss: 3.2877 Epoch 1/1... Discriminator Loss: 0.4908... Generator Loss: 3.7880 Epoch 1/1... Discriminator Loss: 0.4815... Generator Loss: 3.2567 Epoch 1/1... Discriminator Loss: 0.5226... Generator Loss: 3.8790 Epoch 1/1... Discriminator Loss: 0.5150... Generator Loss: 2.7368 Epoch 1/1... Discriminator Loss: 0.5171... Generator Loss: 3.2726
Epoch 1/1... Discriminator Loss: 0.5087... Generator Loss: 3.0337 Epoch 1/1... Discriminator Loss: 0.5269... Generator Loss: 3.1077 Epoch 1/1... Discriminator Loss: 0.4848... Generator Loss: 3.2887 Epoch 1/1... Discriminator Loss: 0.4914... Generator Loss: 3.1916 Epoch 1/1... Discriminator Loss: 0.4967... Generator Loss: 3.4303 Epoch 1/1... Discriminator Loss: 0.4996... Generator Loss: 3.3658 Epoch 1/1... Discriminator Loss: 0.5093... Generator Loss: 3.0460 Epoch 1/1... Discriminator Loss: 0.5195... Generator Loss: 3.9737 Epoch 1/1... Discriminator Loss: 0.4747... Generator Loss: 3.4295 Epoch 1/1... Discriminator Loss: 0.4845... Generator Loss: 3.6970
Epoch 1/1... Discriminator Loss: 0.5436... Generator Loss: 2.6841 Epoch 1/1... Discriminator Loss: 0.4927... Generator Loss: 4.2496 Epoch 1/1... Discriminator Loss: 0.4970... Generator Loss: 3.4396 Epoch 1/1... Discriminator Loss: 0.4801... Generator Loss: 3.1808 Epoch 1/1... Discriminator Loss: 0.4863... Generator Loss: 3.0329 Epoch 1/1... Discriminator Loss: 0.4927... Generator Loss: 3.2361 Epoch 1/1... Discriminator Loss: 0.5331... Generator Loss: 2.8041 Epoch 1/1... Discriminator Loss: 0.4790... Generator Loss: 3.1482 Epoch 1/1... Discriminator Loss: 0.4882... Generator Loss: 3.7844 Epoch 1/1... Discriminator Loss: 0.4932... Generator Loss: 3.7041
Epoch 1/1... Discriminator Loss: 0.5196... Generator Loss: 3.4906 Epoch 1/1... Discriminator Loss: 0.4978... Generator Loss: 3.0278 Epoch 1/1... Discriminator Loss: 0.4890... Generator Loss: 3.4268 Epoch 1/1... Discriminator Loss: 0.5040... Generator Loss: 2.9740 Epoch 1/1... Discriminator Loss: 0.5252... Generator Loss: 3.0640 Epoch 1/1... Discriminator Loss: 0.5054... Generator Loss: 3.1243 Epoch 1/1... Discriminator Loss: 0.4864... Generator Loss: 3.2270 Epoch 1/1... Discriminator Loss: 0.4802... Generator Loss: 3.4101 Epoch 1/1... Discriminator Loss: 0.5016... Generator Loss: 2.9538 Epoch 1/1... Discriminator Loss: 0.4853... Generator Loss: 3.1786
Epoch 1/1... Discriminator Loss: 0.5789... Generator Loss: 2.5314 Epoch 1/1... Discriminator Loss: 0.4921... Generator Loss: 3.2914 Epoch 1/1... Discriminator Loss: 0.4994... Generator Loss: 4.0693 Epoch 1/1... Discriminator Loss: 0.5424... Generator Loss: 3.1315 Epoch 1/1... Discriminator Loss: 0.4861... Generator Loss: 3.3587 Epoch 1/1... Discriminator Loss: 0.4723... Generator Loss: 3.4374 Epoch 1/1... Discriminator Loss: 0.4935... Generator Loss: 3.5093 Epoch 1/1... Discriminator Loss: 0.4988... Generator Loss: 2.9555 Epoch 1/1... Discriminator Loss: 0.5548... Generator Loss: 3.0471 Epoch 1/1... Discriminator Loss: 0.5243... Generator Loss: 2.6582
Epoch 1/1... Discriminator Loss: 0.5419... Generator Loss: 2.7519 Epoch 1/1... Discriminator Loss: 0.4859... Generator Loss: 3.3266 Epoch 1/1... Discriminator Loss: 0.4929... Generator Loss: 3.4231 Epoch 1/1... Discriminator Loss: 0.5075... Generator Loss: 3.1358 Epoch 1/1... Discriminator Loss: 0.5120... Generator Loss: 3.0333 Epoch 1/1... Discriminator Loss: 0.5074... Generator Loss: 3.3145 Epoch 1/1... Discriminator Loss: 0.5276... Generator Loss: 3.4422 Epoch 1/1... Discriminator Loss: 0.5514... Generator Loss: 2.6916 Epoch 1/1... Discriminator Loss: 0.5020... Generator Loss: 3.1494 Epoch 1/1... Discriminator Loss: 0.4988... Generator Loss: 3.1762
Epoch 1/1... Discriminator Loss: 0.5081... Generator Loss: 2.9934 Epoch 1/1... Discriminator Loss: 0.4889... Generator Loss: 3.3402 Epoch 1/1... Discriminator Loss: 0.4954... Generator Loss: 3.4005 Epoch 1/1... Discriminator Loss: 0.4846... Generator Loss: 3.5250 Epoch 1/1... Discriminator Loss: 0.5021... Generator Loss: 3.1089 Epoch 1/1... Discriminator Loss: 0.4937... Generator Loss: 3.0949 Epoch 1/1... Discriminator Loss: 0.5041... Generator Loss: 3.8960 Epoch 1/1... Discriminator Loss: 0.5074... Generator Loss: 3.0273 Epoch 1/1... Discriminator Loss: 0.4995... Generator Loss: 3.2639 Epoch 1/1... Discriminator Loss: 0.4872... Generator Loss: 3.5020
Epoch 1/1... Discriminator Loss: 0.4827... Generator Loss: 3.2712 Epoch 1/1... Discriminator Loss: 0.5065... Generator Loss: 3.4670 Epoch 1/1... Discriminator Loss: 0.4882... Generator Loss: 3.5391 Epoch 1/1... Discriminator Loss: 0.5046... Generator Loss: 3.1761 Epoch 1/1... Discriminator Loss: 0.4945... Generator Loss: 3.1263 Epoch 1/1... Discriminator Loss: 0.4965... Generator Loss: 3.0785 Epoch 1/1... Discriminator Loss: 0.4857... Generator Loss: 2.9454 Epoch 1/1... Discriminator Loss: 0.4968... Generator Loss: 3.0297 Epoch 1/1... Discriminator Loss: 0.6071... Generator Loss: 4.2221 Epoch 1/1... Discriminator Loss: 0.4937... Generator Loss: 3.9351
Epoch 1/1... Discriminator Loss: 0.4965... Generator Loss: 3.2988 Epoch 1/1... Discriminator Loss: 0.4894... Generator Loss: 3.4403 Epoch 1/1... Discriminator Loss: 0.5213... Generator Loss: 3.9966 Epoch 1/1... Discriminator Loss: 0.5316... Generator Loss: 2.5915 Epoch 1/1... Discriminator Loss: 0.5055... Generator Loss: 3.2094 Epoch 1/1... Discriminator Loss: 0.4871... Generator Loss: 3.8243 Epoch 1/1... Discriminator Loss: 0.5153... Generator Loss: 3.7445 Epoch 1/1... Discriminator Loss: 0.5005... Generator Loss: 3.0304 Epoch 1/1... Discriminator Loss: 0.5157... Generator Loss: 3.2452 Epoch 1/1... Discriminator Loss: 0.7159... Generator Loss: 5.2912
Epoch 1/1... Discriminator Loss: 0.5125... Generator Loss: 3.1165 Epoch 1/1... Discriminator Loss: 0.5058... Generator Loss: 3.1398 Epoch 1/1... Discriminator Loss: 0.4989... Generator Loss: 3.8713 Epoch 1/1... Discriminator Loss: 0.5335... Generator Loss: 2.8026 Epoch 1/1... Discriminator Loss: 0.5125... Generator Loss: 3.7719 Epoch 1/1... Discriminator Loss: 0.4787... Generator Loss: 3.2862 Epoch 1/1... Discriminator Loss: 0.4874... Generator Loss: 3.5827 Epoch 1/1... Discriminator Loss: 0.5017... Generator Loss: 3.3386 Epoch 1/1... Discriminator Loss: 0.4811... Generator Loss: 3.4641 Epoch 1/1... Discriminator Loss: 0.5994... Generator Loss: 4.0393
Epoch 1/1... Discriminator Loss: 0.4903... Generator Loss: 3.7036 Epoch 1/1... Discriminator Loss: 0.5512... Generator Loss: 4.3679 Epoch 1/1... Discriminator Loss: 0.5136... Generator Loss: 3.0834 Epoch 1/1... Discriminator Loss: 0.5093... Generator Loss: 3.6955 Epoch 1/1... Discriminator Loss: 0.4802... Generator Loss: 3.2800 Epoch 1/1... Discriminator Loss: 0.4861... Generator Loss: 3.2413 Epoch 1/1... Discriminator Loss: 0.4909... Generator Loss: 3.3290 Epoch 1/1... Discriminator Loss: 0.4868... Generator Loss: 3.4246 Epoch 1/1... Discriminator Loss: 0.5213... Generator Loss: 3.0424 Epoch 1/1... Discriminator Loss: 0.5492... Generator Loss: 2.6765
Epoch 1/1... Discriminator Loss: 0.4766... Generator Loss: 3.6204 Epoch 1/1... Discriminator Loss: 0.5100... Generator Loss: 3.1666 Epoch 1/1... Discriminator Loss: 0.5834... Generator Loss: 2.8157 Epoch 1/1... Discriminator Loss: 0.5101... Generator Loss: 2.9285 Epoch 1/1... Discriminator Loss: 0.4918... Generator Loss: 2.9504 Epoch 1/1... Discriminator Loss: 0.4879... Generator Loss: 3.0691 Epoch 1/1... Discriminator Loss: 0.5671... Generator Loss: 4.2637 Epoch 1/1... Discriminator Loss: 0.5440... Generator Loss: 2.7351 Epoch 1/1... Discriminator Loss: 0.5390... Generator Loss: 3.9850 Epoch 1/1... Discriminator Loss: 0.4886... Generator Loss: 4.2019
Epoch 1/1... Discriminator Loss: 0.5085... Generator Loss: 3.0041 Epoch 1/1... Discriminator Loss: 0.4942... Generator Loss: 3.2371 Epoch 1/1... Discriminator Loss: 0.4860... Generator Loss: 3.2251 Epoch 1/1... Discriminator Loss: 0.4785... Generator Loss: 3.9175 Epoch 1/1... Discriminator Loss: 0.5730... Generator Loss: 4.0111 Epoch 1/1... Discriminator Loss: 0.5541... Generator Loss: 4.1103 Epoch 1/1... Discriminator Loss: 0.6685... Generator Loss: 2.5155 Epoch 1/1... Discriminator Loss: 0.4890... Generator Loss: 3.3513 Epoch 1/1... Discriminator Loss: 0.5029... Generator Loss: 3.1629 Epoch 1/1... Discriminator Loss: 0.4933... Generator Loss: 3.8266
Epoch 1/1... Discriminator Loss: 0.5213... Generator Loss: 4.1131 Epoch 1/1... Discriminator Loss: 0.4982... Generator Loss: 3.8064 Epoch 1/1... Discriminator Loss: 0.5240... Generator Loss: 3.0316 Epoch 1/1... Discriminator Loss: 0.5034... Generator Loss: 3.6783 Epoch 1/1... Discriminator Loss: 0.5451... Generator Loss: 3.2211 Epoch 1/1... Discriminator Loss: 0.4872... Generator Loss: 3.6412 Epoch 1/1... Discriminator Loss: 0.4692... Generator Loss: 3.5039 Epoch 1/1... Discriminator Loss: 0.4909... Generator Loss: 4.2241 Epoch 1/1... Discriminator Loss: 0.5679... Generator Loss: 2.6558 Epoch 1/1... Discriminator Loss: 0.5301... Generator Loss: 2.7853
Epoch 1/1... Discriminator Loss: 0.4869... Generator Loss: 3.4116 Epoch 1/1... Discriminator Loss: 0.4937... Generator Loss: 3.6558 Epoch 1/1... Discriminator Loss: 0.4806... Generator Loss: 3.4950 Epoch 1/1... Discriminator Loss: 0.5743... Generator Loss: 4.4622 Epoch 1/1... Discriminator Loss: 0.4733... Generator Loss: 3.4638 Epoch 1/1... Discriminator Loss: 0.4789... Generator Loss: 3.1712 Epoch 1/1... Discriminator Loss: 0.5050... Generator Loss: 3.0617 Epoch 1/1... Discriminator Loss: 0.4855... Generator Loss: 3.5078 Epoch 1/1... Discriminator Loss: 0.4917... Generator Loss: 3.2236 Epoch 1/1... Discriminator Loss: 0.5401... Generator Loss: 4.3493
Epoch 1/1... Discriminator Loss: 0.4819... Generator Loss: 3.6911 Epoch 1/1... Discriminator Loss: 0.5018... Generator Loss: 3.8048 Epoch 1/1... Discriminator Loss: 0.5019... Generator Loss: 3.3697 Epoch 1/1... Discriminator Loss: 0.5029... Generator Loss: 3.5364 Epoch 1/1... Discriminator Loss: 0.5145... Generator Loss: 3.3396 Epoch 1/1... Discriminator Loss: 0.4869... Generator Loss: 3.4248 Epoch 1/1... Discriminator Loss: 0.4728... Generator Loss: 3.7329 Epoch 1/1... Discriminator Loss: 0.4849... Generator Loss: 3.6397 Epoch 1/1... Discriminator Loss: 0.5055... Generator Loss: 3.0408 Epoch 1/1... Discriminator Loss: 0.4941... Generator Loss: 3.1797
Epoch 1/1... Discriminator Loss: 0.4837... Generator Loss: 3.6051 Epoch 1/1... Discriminator Loss: 0.4941... Generator Loss: 3.3838 Epoch 1/1... Discriminator Loss: 0.5186... Generator Loss: 3.3023 Epoch 1/1... Discriminator Loss: 0.5046... Generator Loss: 3.4133 Epoch 1/1... Discriminator Loss: 0.4975... Generator Loss: 3.1415 Epoch 1/1... Discriminator Loss: 0.5243... Generator Loss: 3.2254 Epoch 1/1... Discriminator Loss: 0.5616... Generator Loss: 4.2703
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.